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								<!doctype html> 
							 
						 
					
						
							
								
									
										
										
										
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											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < meta  name = "description"  content = "A curated list of awesome Python frameworks, libraries and software" > 
							 
						 
					
						
							
								
									
										
										
										
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								        < link  rel = "canonical"  href = "https://awesome-python.com/" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < meta  name = "author"  content = "Vinta Chen" > 
							 
						 
					
						
							
								
									
										
										
										
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								        < title > Awesome Python< / title > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    
							 
						 
					
						
							
								
									
										
										
										
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								        < link  rel = "stylesheet"  href = "assets/stylesheets/application-palette.224b79ff.css" > 
							 
						 
					
						
							
								
									
										
										
										
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								    < input  class = "md-toggle"  data-md-toggle = "drawer"  type = "checkbox"  id = "__drawer"  autocomplete = "off" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
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								            < span  class = "md-header-nav__topic" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								              Awesome Python
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								            < / span > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								            < span  class = "md-header-nav__topic" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								              Life is short, you need Python.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
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								      < div  class = "md-flex__cell md-flex__cell--shrink" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        
							 
						 
					
						
							
								
									
										
										
										
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								          < label  class = "md-icon md-icon--search md-header-nav__button"  for = "__search" > < / label > 
							 
						 
					
						
							
								
									
										
										
										
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								< div  class = "md-search"  data-md-component = "search"  role = "dialog" > 
							 
						 
					
						
							
								
									
										
										
										
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								  < label  class = "md-search__overlay"  for = "__search" > < / label > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
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								    < form  class = "md-search__form"  name = "search" > 
							 
						 
					
						
							
								
									
										
										
										
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								      < input  type = "text"  class = "md-search__input"  name = "query"  placeholder = "Search"  autocapitalize = "off"  autocorrect = "off"  autocomplete = "off"  spellcheck = "false"  data-md-component = "query"  data-md-state = "active" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      < label  class = "md-icon md-search__icon"  for = "__search" > < / label > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      < button  type = "reset"  class = "md-icon md-search__icon"  data-md-component = "reset"  tabindex = "-1" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								         
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      < / button > 
							 
						 
					
						
							
								
									
										
										
										
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								    < / form > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
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								      < div  class = "md-search__scrollwrap"  data-md-scrollfix > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
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								          < div  class = "md-search-result__meta" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								            Type to start searching
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
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								          < ol  class = "md-search-result__list" > < / ol > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
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								        < div  class = "md-flex__cell md-flex__cell--shrink" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								          < div  class = "md-header-nav__source" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								            
							 
						 
					
						
							
								
									
										
										
										
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								< a  href = "https://github.com/vinta/awesome-python/"  title = "Go to repository"  class = "md-source"  data-md-source = "github" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    < div  class = "md-source__icon" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      < svg  viewBox = "0 0 24 24"  width = "24"  height = "24" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < use  xlink:href = "#__github"  width = "24"  height = "24" > < / use > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      < / svg > 
							 
						 
					
						
							
								
									
										
										
										
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								    < / div > 
							 
						 
					
						
							
								
									
										
										
										
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								  < div  class = "md-source__repository" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    vinta/awesome-python
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
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								  < / nav > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
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								    < div  class = "md-container" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
									
										
										
										
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								      < main  class = "md-main" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < div  class = "md-main__inner md-grid"  data-md-component = "container" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								          
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								            
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								              < div  class = "md-sidebar md-sidebar--primary"  data-md-component = "navigation" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                < div  class = "md-sidebar__scrollwrap" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                  < div  class = "md-sidebar__inner" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                    < nav  class = "md-nav md-nav--primary"  data-md-level = "0" > 
							 
						 
					
						
							
								
									
										
										
										
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								  < label  class = "md-nav__title md-nav__title--site"  for = "__drawer" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    < a  href = "https://awesome-python.com"  title = "Awesome Python"  class = "md-nav__button md-logo" > 
							 
						 
					
						
							
								
									
										
										
										
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								        < i  class = "md-icon" > < / i > 
							 
						 
					
						
							
								
									
										
										
										
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								    < / a > 
							 
						 
					
						
							
								
									
										
										
										
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								    Awesome Python
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / label > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    < div  class = "md-nav__source" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
									
										
										
										
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								< a  href = "https://github.com/vinta/awesome-python/"  title = "Go to repository"  class = "md-source"  data-md-source = "github" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    < div  class = "md-source__icon" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      < svg  viewBox = "0 0 24 24"  width = "24"  height = "24" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < use  xlink:href = "#__github"  width = "24"  height = "24" > < / use > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      < / svg > 
							 
						 
					
						
							
								
									
										
										
										
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								  < div  class = "md-source__repository" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    vinta/awesome-python
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / div > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / a > 
							 
						 
					
						
							
								
									
										
										
										
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								    < / div > 
							 
						 
					
						
							
								
									
										
										
										
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								  < ul  class = "md-nav__list"  data-md-scrollfix > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
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								  < li  class = "md-nav__item md-nav__item--active" > 
							 
						 
					
						
							
								
									
										
										
										
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								    < input  class = "md-toggle md-nav__toggle"  data-md-toggle = "toc"  type = "checkbox"  id = "__toc" > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    
							 
						 
					
						
							
								
									
										
										
										
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											2015-09-04 22:42:56 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								    
							 
						 
					
						
							
								
									
										
										
										
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								      < label  class = "md-nav__link md-nav__link--active"  for = "__toc" > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								        Life is short, you need Python.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      < / label > 
							 
						 
					
						
							
								
									
										
										
										
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								    < a  href = "."  title = "Life is short, you need Python."  class = "md-nav__link md-nav__link--active" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      Life is short, you need Python.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< nav  class = "md-nav md-nav--secondary" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
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								    < label  class = "md-nav__title"  for = "__toc" > Table of contents< / label > 
							 
						 
					
						
							
								
									
										
										
										
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								    < ul  class = "md-nav__list"  data-md-scrollfix > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#admin-panels"  title = "Admin Panels"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Admin Panels
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
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								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#algorithms-and-design-patterns"  title = "Algorithms and Design Patterns"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Algorithms and Design Patterns
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
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								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#audio"  title = "Audio"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Audio
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#authentication"  title = "Authentication"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Authentication
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#build-tools"  title = "Build Tools"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Build Tools
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#built-in-classes-enhancement"  title = "Built-in Classes Enhancement"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Built-in Classes Enhancement
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#cms"  title = "CMS"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    CMS
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#caching"  title = "Caching"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Caching
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#chatops-tools"  title = "ChatOps Tools"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    ChatOps Tools
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#code-analysis"  title = "Code Analysis"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Code Analysis
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:15:11 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#command-line-interface-development"  title = "Command-line Interface Development"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Command-line Interface Development
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#command-line-tools"  title = "Command-line Tools"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Command-line Tools
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#compatibility"  title = "Compatibility"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Compatibility
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#computer-vision"  title = "Computer Vision"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Computer Vision
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#concurrency-and-parallelism"  title = "Concurrency and Parallelism"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Concurrency and Parallelism
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#configuration"  title = "Configuration"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Configuration
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#cryptography"  title = "Cryptography"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Cryptography
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#data-analysis"  title = "Data Analysis"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Data Analysis
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#data-validation"  title = "Data Validation"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Data Validation
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#data-visualization"  title = "Data Visualization"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Data Visualization
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#database"  title = "Database"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Database
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#database-drivers"  title = "Database Drivers"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Database Drivers
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#date-and-time"  title = "Date and Time"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Date and Time
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#debugging-tools"  title = "Debugging Tools"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Debugging Tools
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#deep-learning"  title = "Deep Learning"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Deep Learning
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#devops-tools"  title = "DevOps Tools"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    DevOps Tools
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:17:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#distributed-computing"  title = "Distributed Computing"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Distributed Computing
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#distribution"  title = "Distribution"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Distribution
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#documentation"  title = "Documentation"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Documentation
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#downloader"  title = "Downloader"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Downloader
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#e-commerce"  title = "E-commerce"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    E-commerce
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#editor-plugins-and-ides"  title = "Editor Plugins and IDEs"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Editor Plugins and IDEs
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#email"  title = "Email"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Email
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#environment-management"  title = "Environment Management"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Environment Management
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#files"  title = "Files"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Files
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#foreign-function-interface"  title = "Foreign Function Interface"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Foreign Function Interface
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#forms"  title = "Forms"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Forms
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#functional-programming"  title = "Functional Programming"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Functional Programming
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:09:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#gui-development"  title = "GUI Development"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    GUI Development
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#game-development"  title = "Game Development"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Game Development
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#geolocation"  title = "Geolocation"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Geolocation
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#html-manipulation"  title = "HTML Manipulation"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    HTML Manipulation
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:08:09 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#http-clients"  title = "HTTP Clients"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    HTTP Clients
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#hardware"  title = "Hardware"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Hardware
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#image-processing"  title = "Image Processing"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Image Processing
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#implementations"  title = "Implementations"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Implementations
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#interactive-interpreter"  title = "Interactive Interpreter"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Interactive Interpreter
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#internationalization"  title = "Internationalization"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Internationalization
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#job-scheduler"  title = "Job Scheduler"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Job Scheduler
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#logging"  title = "Logging"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Logging
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#machine-learning"  title = "Machine Learning"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Machine Learning
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#microsoft-windows"  title = "Microsoft Windows"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Microsoft Windows
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#miscellaneous"  title = "Miscellaneous"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Miscellaneous
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#natural-language-processing"  title = "Natural Language Processing"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Natural Language Processing
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#network-virtualization"  title = "Network Virtualization"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Network Virtualization
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#networking"  title = "Networking"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Networking
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#news-feed"  title = "News Feed"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    News Feed
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#orm"  title = "ORM"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    ORM
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#package-management"  title = "Package Management"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Package Management
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#package-repositories"  title = "Package Repositories"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Package Repositories
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#permissions"  title = "Permissions"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Permissions
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#processes"  title = "Processes"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Processes
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#queue"  title = "Queue"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Queue
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#recommender-systems"  title = "Recommender Systems"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Recommender Systems
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#restful-api"  title = "RESTful API"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    RESTful API
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#robotics"  title = "Robotics"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Robotics
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#rpc-servers"  title = "RPC Servers"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    RPC Servers
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#science"  title = "Science"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Science
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#search"  title = "Search"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Search
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#serialization"  title = "Serialization"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Serialization
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#serverless-frameworks"  title = "Serverless Frameworks"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Serverless Frameworks
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#specific-formats-processing"  title = "Specific Formats Processing"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Specific Formats Processing
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#static-site-generator"  title = "Static Site Generator"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Static Site Generator
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#tagging"  title = "Tagging"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Tagging
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#template-engine"  title = "Template Engine"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Template Engine
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#testing"  title = "Testing"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Testing
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#text-processing"  title = "Text Processing"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Text Processing
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#third-party-apis"  title = "Third-party APIs"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Third-party APIs
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#url-manipulation"  title = "URL Manipulation"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    URL Manipulation
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#video"  title = "Video"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Video
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#wsgi-servers"  title = "WSGI Servers"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    WSGI Servers
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 16:37:13 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#web-asset-management"  title = "Web Asset Management"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Web Asset Management
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#web-content-extracting"  title = "Web Content Extracting"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Web Content Extracting
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:05:43 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#web-crawling"  title = "Web Crawling"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Web Crawling
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#web-frameworks"  title = "Web Frameworks"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Web Frameworks
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#websocket"  title = "WebSocket"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    WebSocket
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    < / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / nav > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								    
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / nav > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                  < / div > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                < / div > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								              < / div > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								            
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								            
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								              < div  class = "md-sidebar md-sidebar--secondary"  data-md-component = "toc" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                < div  class = "md-sidebar__scrollwrap" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                  < div  class = "md-sidebar__inner" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                    
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< nav  class = "md-nav md-nav--secondary" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								    < label  class = "md-nav__title"  for = "__toc" > Table of contents< / label > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								    < ul  class = "md-nav__list"  data-md-scrollfix > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#admin-panels"  title = "Admin Panels"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Admin Panels
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#algorithms-and-design-patterns"  title = "Algorithms and Design Patterns"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Algorithms and Design Patterns
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#audio"  title = "Audio"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Audio
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#authentication"  title = "Authentication"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Authentication
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#build-tools"  title = "Build Tools"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Build Tools
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#built-in-classes-enhancement"  title = "Built-in Classes Enhancement"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Built-in Classes Enhancement
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#cms"  title = "CMS"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    CMS
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#caching"  title = "Caching"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Caching
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#chatops-tools"  title = "ChatOps Tools"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    ChatOps Tools
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#code-analysis"  title = "Code Analysis"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Code Analysis
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:15:11 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#command-line-interface-development"  title = "Command-line Interface Development"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Command-line Interface Development
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#command-line-tools"  title = "Command-line Tools"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Command-line Tools
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#compatibility"  title = "Compatibility"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Compatibility
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#computer-vision"  title = "Computer Vision"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Computer Vision
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#concurrency-and-parallelism"  title = "Concurrency and Parallelism"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Concurrency and Parallelism
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#configuration"  title = "Configuration"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Configuration
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#cryptography"  title = "Cryptography"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Cryptography
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#data-analysis"  title = "Data Analysis"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Data Analysis
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#data-validation"  title = "Data Validation"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Data Validation
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#data-visualization"  title = "Data Visualization"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Data Visualization
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#database"  title = "Database"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Database
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#database-drivers"  title = "Database Drivers"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Database Drivers
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#date-and-time"  title = "Date and Time"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Date and Time
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#debugging-tools"  title = "Debugging Tools"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Debugging Tools
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#deep-learning"  title = "Deep Learning"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Deep Learning
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#devops-tools"  title = "DevOps Tools"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    DevOps Tools
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:17:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#distributed-computing"  title = "Distributed Computing"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Distributed Computing
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#distribution"  title = "Distribution"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Distribution
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#documentation"  title = "Documentation"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Documentation
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#downloader"  title = "Downloader"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Downloader
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#e-commerce"  title = "E-commerce"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    E-commerce
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#editor-plugins-and-ides"  title = "Editor Plugins and IDEs"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Editor Plugins and IDEs
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#email"  title = "Email"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Email
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#environment-management"  title = "Environment Management"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Environment Management
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#files"  title = "Files"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Files
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#foreign-function-interface"  title = "Foreign Function Interface"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Foreign Function Interface
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#forms"  title = "Forms"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Forms
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#functional-programming"  title = "Functional Programming"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Functional Programming
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:09:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#gui-development"  title = "GUI Development"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    GUI Development
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#game-development"  title = "Game Development"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Game Development
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#geolocation"  title = "Geolocation"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Geolocation
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#html-manipulation"  title = "HTML Manipulation"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    HTML Manipulation
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:08:09 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#http-clients"  title = "HTTP Clients"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    HTTP Clients
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#hardware"  title = "Hardware"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Hardware
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#image-processing"  title = "Image Processing"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Image Processing
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#implementations"  title = "Implementations"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Implementations
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#interactive-interpreter"  title = "Interactive Interpreter"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Interactive Interpreter
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#internationalization"  title = "Internationalization"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Internationalization
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#job-scheduler"  title = "Job Scheduler"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Job Scheduler
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#logging"  title = "Logging"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Logging
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#machine-learning"  title = "Machine Learning"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Machine Learning
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#microsoft-windows"  title = "Microsoft Windows"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Microsoft Windows
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#miscellaneous"  title = "Miscellaneous"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Miscellaneous
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#natural-language-processing"  title = "Natural Language Processing"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Natural Language Processing
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#network-virtualization"  title = "Network Virtualization"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Network Virtualization
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#networking"  title = "Networking"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Networking
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#news-feed"  title = "News Feed"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    News Feed
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#orm"  title = "ORM"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    ORM
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#package-management"  title = "Package Management"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Package Management
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#package-repositories"  title = "Package Repositories"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Package Repositories
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#permissions"  title = "Permissions"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Permissions
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#processes"  title = "Processes"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Processes
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#queue"  title = "Queue"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Queue
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#recommender-systems"  title = "Recommender Systems"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Recommender Systems
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#restful-api"  title = "RESTful API"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    RESTful API
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#robotics"  title = "Robotics"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Robotics
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#rpc-servers"  title = "RPC Servers"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    RPC Servers
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#science"  title = "Science"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Science
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#search"  title = "Search"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Search
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#serialization"  title = "Serialization"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Serialization
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#serverless-frameworks"  title = "Serverless Frameworks"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Serverless Frameworks
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#specific-formats-processing"  title = "Specific Formats Processing"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Specific Formats Processing
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#static-site-generator"  title = "Static Site Generator"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Static Site Generator
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#tagging"  title = "Tagging"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Tagging
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#template-engine"  title = "Template Engine"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Template Engine
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#testing"  title = "Testing"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Testing
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#text-processing"  title = "Text Processing"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Text Processing
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#third-party-apis"  title = "Third-party APIs"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Third-party APIs
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#url-manipulation"  title = "URL Manipulation"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    URL Manipulation
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#video"  title = "Video"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Video
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#wsgi-servers"  title = "WSGI Servers"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    WSGI Servers
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 16:37:13 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#web-asset-management"  title = "Web Asset Management"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Web Asset Management
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#web-content-extracting"  title = "Web Content Extracting"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Web Content Extracting
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:05:43 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#web-crawling"  title = "Web Crawling"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Web Crawling
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#web-frameworks"  title = "Web Frameworks"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    Web Frameworks
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								        < li  class = "md-nav__item" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < a  href = "#websocket"  title = "WebSocket"  class = "md-nav__link" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    WebSocket
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								    < / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / nav > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                  < / div > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                < / div > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								              < / div > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								            
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								          
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								          < div  class = "md-content" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								            < article  class = "md-content__inner md-typeset" > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								              
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								                  < a  href = "https://github.com/vinta/awesome-python/edit/master/docs/index.md"  title = "Edit this page"  class = "md-icon md-content__icon" >  < / a > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								                
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                < h1  id = "awesome-python" > Awesome Python < a  href = "https://github.com/sindresorhus/awesome" > < img  alt = "Awesome"  src = "https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg"  / > < / a > < / h1 > 
							 
						 
					
						
							
								
									
										
										
										
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								< p > A curated list of awesome Python frameworks, libraries, software and resources.< / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > Inspired by < a  href = "https://github.com/ziadoz/awesome-php" > awesome-php< / a > .< / p > 
							 
						 
					
						
							
								
									
										
										
										
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								< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#awesome-python" > Awesome Python< / a > < ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 = "#audio" > Audio< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#authentication" > Authentication< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#build-tools" > Build Tools< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#built-in-classes-enhancement" > Built-in Classes Enhancement< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#caching" > Caching< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#chatops-tools" > ChatOps Tools< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#cms" > CMS< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#code-analysis" > Code Analysis< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:15:45 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#command-line-interface-development" > Command-line Interface Development< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
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								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 06:03:58 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#database-drivers" > Database Drivers< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#date-and-time" > Date and Time< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
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								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:17:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#distributed-computing" > Distributed Computing< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#distribution" > Distribution< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#documentation" > Documentation< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#downloader" > Downloader< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#geolocation" > Geolocation< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:09:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#gui-development" > GUI Development< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#hardware" > Hardware< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#html-manipulation" > HTML Manipulation< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:08:09 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#http-clients" > HTTP Clients< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#image-processing" > Image Processing< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
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								< li > < a  href = "#implementations" > Implementations< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 = "#miscellaneous" > Miscellaneous< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#natural-language-processing" > Natural Language Processing< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#network-virtualization" > Network Virtualization< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#networking" > Networking< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#news-feed" > News Feed< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#orm" > ORM< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#package-management" > Package Management< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#package-repositories" > Package Repositories< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#permissions" > Permissions< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#processes" > Processes< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#queue" > Queue< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#recommender-systems" > Recommender Systems< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#restful-api" > RESTful API< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#robotics" > Robotics< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#rpc-servers" > RPC Servers< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#science" > Science< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#search" > Search< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-03-13 22:21:31 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#serialization" > Serialization< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#template-engine" > Template Engine< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#url-manipulation" > URL Manipulation< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#video" > Video< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 16:37:13 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#web-asset-management" > Web Asset Management< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#web-content-extracting" > Web Content Extracting< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:05:43 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#web-crawling" > Web Crawling< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#web-frameworks" > Web Frameworks< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#websocket" > WebSocket< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#wsgi-servers" > WSGI Servers< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-09-04 22:42:56 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#services" > Services< / a > < ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#code-quality" > Code Quality< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#continuous-integration" > Continuous Integration< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#resources" > Resources< / a > < ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#podcasts" > Podcasts< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#twitter" > Twitter< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#websites" > Websites< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#weekly" > Weekly< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "#contributing" > Contributing< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< hr  / > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "admin-panels" > Admin Panels< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for administrative interfaces.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/ajenti/ajenti" > ajenti< / a >  - The admin panel your servers deserve.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 09:48:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://grappelliproject.com/" > django-grappelli< / a >  - A jazzy skin for the Django Admin-Interface.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/geex-arts/django-jet" > django-jet< / a >  - Modern responsive template for the Django admin interface with improved functionality.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://djangosuit.com/" > django-suit< / a >  - Alternative Django Admin-Interface (free only for Non-commercial use).< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/sshwsfc/xadmin" > django-xadmin< / a >  - Drop-in replacement of Django admin comes with lots of goodies.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 09:48:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/flask-admin/flask-admin" > flask-admin< / a >  - Simple and extensible administrative interface framework for Flask.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/mher/flower" > flower< / a >  - Real-time monitor and web admin for Celery.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/wooey/wooey" > wooey< / a >  - A Django app which creates automatic web UIs for Python scripts.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "algorithms-and-design-patterns" > Algorithms and Design Patterns< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Python implementation of algorithms and design patterns.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 17:57:11 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/keon/algorithms" > algorithms< / a >  - Minimal examples of data structures and algorithms in Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/tylerlaberge/PyPattyrn" > PyPattyrn< / a >  - A simple yet effective library for implementing common design patterns.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/faif/python-patterns" > python-patterns< / a >  - A collection of design patterns in Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 09:48:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/grantjenks/python-sortedcontainers" > sortedcontainers< / a >  - Fast, pure-Python implementation of SortedList, SortedDict, and SortedSet types.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "audio" > Audio< / h2 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 16:37:13 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for manipulating audio and its metadata.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 16:37:13 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Audio< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/beetbox/audioread" > audioread< / a >  - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/worldveil/dejavu" > dejavu< / a >  - Audio fingerprinting and recognition.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://bspaans.github.io/python-mingus/" > mingus< / a >  - An advanced music theory and notation package with MIDI file and playback support.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:23:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/tyiannak/pyAudioAnalysis" > pyAudioAnalysis< / a >  - Audio feature extraction, classification, segmentation and applications.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/jiaaro/pydub" > pydub< / a >  - Manipulate audio with a simple and easy high level interface.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/Parisson/TimeSide" > TimeSide< / a >  - Open web audio processing framework.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 16:37:13 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Metadata< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/beetbox/beets" > beets< / a >  - A music library manager and < a  href = "https://musicbrainz.org/" > MusicBrainz< / a >  tagger.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/nicfit/eyeD3" > eyeD3< / a >  - A tool for working with audio files, specifically MP3 files containing ID3 metadata.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/quodlibet/mutagen" > mutagen< / a >  - A Python module to handle audio metadata.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 16:37:13 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "authentication" > Authentication< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for implementing authentications schemes.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > OAuth< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 16:37:13 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/lepture/authlib" > authlib< / a >  - JavaScript Object Signing and Encryption draft implementation.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pennersr/django-allauth" > django-allauth< / a >  - Authentication app for Django that "just works."< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/evonove/django-oauth-toolkit" > django-oauth-toolkit< / a >  - OAuth 2 goodies for Django.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/idan/oauthlib" > oauthlib< / a >  - A generic and thorough implementation of the OAuth request-signing logic.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/joestump/python-oauth2" > python-oauth2< / a >  - A fully tested, abstract interface to creating OAuth clients and servers.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/omab/python-social-auth" > python-social-auth< / a >  - An easy-to-setup social authentication mechanism.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:58:38 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > JWT< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 09:01:29 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/jpadilla/pyjwt" > pyjwt< / a >  - JSON Web Token implementation in Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 16:37:13 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/mpdavis/python-jose/" > python-jose< / a >  - A JOSE implementation in Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 09:01:29 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/davedoesdev/python-jwt" > python-jwt< / a >  - A module for generating and verifying JSON Web Tokens.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "build-tools" > Build Tools< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Compile software from source code.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2015-09-01 02:06:37 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.buildout.org/en/latest/" > buildout< / a >  - A build system for creating, assembling and deploying applications from multiple parts.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/platformio/platformio-core" > PlatformIO< / a >  - A console tool to build code with different development platforms.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pybuilder/pybuilder" > pybuilder< / a >  - A continuous build tool written in pure Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-08-15 02:36:01 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.scons.org/" > SCons< / a >  - A software construction tool.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "built-in-classes-enhancement" > Built-in Classes Enhancement< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for enhancing Python built-in classes.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 09:01:29 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.python.org/3/library/dataclasses.html" > dataclasses< / a >  - (Python standard library) Data classes.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/python-attrs/attrs" > attrs< / a >  - Replacement for < code > __init__< / code > , < code > __eq__< / code > , < code > __repr__< / code > , etc. boilerplate in class definitions.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/jab/bidict" > bidict< / a >  - Efficient, Pythonic bidirectional map data structures and related functionality..< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/cdgriffith/Box" > Box< / a >  - Python dictionaries with advanced dot notation access.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/carlosescri/DottedDict" > DottedDict< / a >  - A library that provides a method of accessing lists and dicts with a dotted path notation.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "cms" > CMS< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Content Management Systems.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://wagtail.io/" > wagtail< / a >  - A Django content management system.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.django-cms.org/en/" > django-cms< / a >  - An Open source enterprise CMS based on the Django.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/feincms/feincms" > feincms< / a >  - One of the most advanced Content Management Systems built on Django.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 16:37:13 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/Kotti/Kotti" > Kotti< / a >  - A high-level, Pythonic web application framework built on Pyramid.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/stephenmcd/mezzanine" > mezzanine< / a >  - A powerful, consistent, and flexible content management platform.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://plone.org/" > plone< / a >  - A CMS built on top of the open source application server Zope.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/rochacbruno/quokka" > quokka< / a >  - Flexible, extensible, small CMS powered by Flask and MongoDB.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "caching" > Caching< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for caching data.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/bbangert/beaker" > beaker< / a >  - A WSGI middleware for sessions and caching.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://dogpilecache.readthedocs.io/en/latest/" > dogpile.cache< / a >  - dogpile.cache is next generation replacement for Beaker made by same authors.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:07:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pypi.org/project/HermesCache/" > HermesCache< / a >  - Python caching library with tag-based invalidation and dogpile effect prevention.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/lericson/pylibmc" > pylibmc< / a >  - A Python wrapper around the < a  href = "https://libmemcached.org/libMemcached.html" > libmemcached< / a >  interface.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.grantjenks.com/docs/diskcache/" > python-diskcache< / a >  - SQLite and file backed cache backend with faster lookups than memcached and redis.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "chatops-tools" > ChatOps Tools< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for chatbot development.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/errbotio/errbot/" > errbot< / a >  - The easiest and most popular chatbot to implement ChatOps.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "code-analysis" > Code Analysis< / h2 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:10:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Tools of static analysis, linters and code quality checkers. Also see < a  href = "https://github.com/mre/awesome-static-analysis" > awesome-static-analysis< / a > .< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Code Analysis< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:17:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/coala/coala/" > coala< / a >  - Language independent and easily extendable code analysis application.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/scottrogowski/code2flow" > code2flow< / a >  - Turn your Python and JavaScript code into DOT flowcharts.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:17:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/PyCQA/prospector" > prospector< / a >  - A tool to analyse Python code.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/gak/pycallgraph" > pycallgraph< / a >  - A library that visualises the flow (call graph) of your Python application.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:17:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Code Linters< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:07:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pypi.org/project/flake8/" > flake8< / a >  - A wrapper around < code > pycodestyle< / code > , < code > pyflakes< / code >  and McCabe.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.pylint.org/" > pylint< / a >  - A fully customizable source code analyzer.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:17:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/klen/pylama" > pylama< / a >  - A code audit tool for Python and JavaScript.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								Code Formatters< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/ambv/black" > black< / a >  - The uncompromising Python code formatter.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/google/yapf" > yapf< / a >  - Yet another Python code formatter from Google.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Static Type Checkers< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://mypy-lang.org/" > mypy< / a >  - Check variable types during compile time.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:17:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/facebook/pyre-check" > pyre-check< / a >  - Performant type checking.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Static Type Annotations Generators< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/Instagram/MonkeyType" > MonkeyType< / a >  - A system for Python that generates static type annotations by collecting runtime types< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:15:11 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "command-line-interface-development" > Command-line Interface Development< / h2 > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for building command-line application.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Command-line Application Development< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://builtoncement.com/" > cement< / a >  - CLI Application Framework for Python.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://click.pocoo.org/dev/" > click< / a >  - A package for creating beautiful command line interfaces in a composable way.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.openstack.org/developer/cliff/" > cliff< / a >  - A framework for creating command-line programs with multi-level commands.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/kennethreitz/clint" > clint< / a >  - Python Command-line Application Tools.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://docopt.org/" > docopt< / a >  - Pythonic command line arguments parser.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/google/python-fire" > python-fire< / a >  - A library for creating command line interfaces from absolutely any Python object.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 17:57:11 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/jonathanslenders/python-prompt-toolkit" > python-prompt-toolkit< / a >  - A library for building powerful interactive command lines.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Terminal Rendering< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/peterbrittain/asciimatics" > asciimatics< / a >  - A package to create full-screen text UIs (from interactive forms to ASCII animations).< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/glamp/bashplotlib" > bashplotlib< / a >  - Making basic plots in the terminal.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:07:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pypi.org/project/colorama/" > colorama< / a >  - Cross-platform colored terminal text.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:15:11 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "command-line-tools" > Command-line Tools< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Useful CLI-based tools for productivity.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Productivity Tools< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/audreyr/cookiecutter" > cookiecutter< / a >  - A command-line utility that creates projects from cookiecutters (project templates).< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/sloria/doitlive" > doitlive< / a >  - A tool for live presentations in the terminal.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/gleitz/howdoi" > howdoi< / a >  - Instant coding answers via the command line.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/facebook/PathPicker" > PathPicker< / a >  - Select files out of bash output.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/mooz/percol" > percol< / a >  - Adds flavor of interactive selection to the traditional pipe concept on UNIX.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/nvbn/thefuck" > thefuck< / a >  - Correcting your previous console command.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-04-11 02:05:44 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/tony/tmuxp" > tmuxp< / a >  - A < a  href = "https://github.com/tmux/tmux" > tmux< / a >  session manager.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 17:57:11 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > CLI Enhancements< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/jakubroztocil/httpie" > httpie< / a >  - A command line HTTP client, a user-friendly cURL replacement.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/cloudnativelabs/kube-shell" > kube-shell< / a >  - An integrated shell for working with the Kubernetes CLI.< / 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 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/donnemartin/saws" > saws< / a >  - A Supercharged < a  href = "https://github.com/aws/aws-cli" > aws-cli< / a > .< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "compatibility" > Compatibility< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for migrating from Python 2 to 3.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:07:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pypi.org/project/six/" > six< / a >  - Python 2 and 3 compatibility utilities.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "computer-vision" > Computer Vision< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for computer vision.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://opencv.org/" > OpenCV< / a >  - Open Source Computer Vision Library.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 = "concurrency-and-parallelism" > Concurrency and Parallelism< / h2 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:10:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for concurrent and parallel execution. Also see < a  href = "https://github.com/timofurrer/awesome-asyncio" > awesome-asyncio< / a > .< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
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								< ul > 
							 
						 
					
						
							
								
									
										
										
										
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								< li > < a  href = "https://docs.python.org/3/library/concurrent.futures.html" > concurrent.futures< / a >  - (Python standard library) A high-level interface for asynchronously executing callables.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.python.org/3/library/multiprocessing.html" > multiprocessing< / a >  - (Python standard library) Process-based parallelism.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
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								< li > < a  href = "https://github.com/MagicStack/uvloop" > uvloop< / a >  - Ultra fast implementation of < code > asyncio< / code >  event loop on top of < code > libuv< / code > .< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/soravux/scoop" > scoop< / a >  - Scalable Concurrent Operations in Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
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								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "configuration" > Configuration< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for storing and parsing configuration options.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
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								< li > < a  href = "https://github.com/DiffSK/configobj" > configobj< / a >  - INI file parser with validation.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.python.org/3/library/configparser.html" > configparser< / a >  - (Python standard library) INI file parser.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://profig.readthedocs.io/en/default/" > profig< / a >  - Config from multiple formats with value conversion.< / li > 
							 
						 
					
						
							
								
									
										
										
										
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								< li > < a  href = "https://github.com/henriquebastos/python-decouple" > python-decouple< / a >  - Strict separation of settings from code.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "cryptography" > Cryptography< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://cryptography.io/en/latest/" > cryptography< / a >  - A package designed to expose cryptographic primitives and recipes to Python developers.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:23:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/paramiko/paramiko" > paramiko< / a >  - The leading native Python SSHv2 protocol library.< / li > 
							 
						 
					
						
							
								
									
										
										
										
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								< li > < a  href = "https://passlib.readthedocs.io/en/stable/" > passlib< / a >  - Secure password storage/hashing library, very high level.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pyca/pynacl" > pynacl< / a >  - Python binding to the Networking and Cryptography (NaCl) library.< / li > 
							 
						 
					
						
							
								
									
										
										
										
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								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "data-analysis" > Data Analysis< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for data analyzing.< / 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 > 
							 
						 
					
						
							
								
									
										
										
										
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								< li > < a  href = "https://orange.biolab.si/" > Orange< / a >  - Data mining, data visualization, analysis and machine learning through visual programming or scripts.< / li > 
							 
						 
					
						
							
								
									
										
										
										
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								< li > < a  href = "http://pandas.pydata.org/" > Pandas< / a >  - A library providing high-performance, easy-to-use data structures and data analysis tools.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:23:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/ironmussa/Optimus" > Optimus< / a >  - Agile Data Science Workflows made easy with PySpark.< / li > 
							 
						 
					
						
							
								
									
										
										
										
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								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "data-validation" > Data Validation< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for validating data. Used for forms in many cases.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
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								< li > < a  href = "https://github.com/pyeve/cerberus" > Cerberus< / a >  - A lightweight and extensible data validation library.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.pylonsproject.org/projects/colander/en/latest/" > colander< / a >  - Validating and deserializing data obtained via XML, JSON, an HTML form post.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 19:32:35 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://plot.ly/products/dash/" > Dash< / a >  - Built on top of Flask, React and Plotly aimed at analytical web applications.< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/Acrotrend/awesome-dash" > awesome-dash< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
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								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
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								< p > < em > Libraries for visualizing data. Also see < a  href = "https://github.com/sorrycc/awesome-javascript#data-visualization" > awesome-javascript< / a > .< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
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								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/bloomberg/bqplot" > bqplot< / a >  - Interactive Plotting Library for the Jupyter Notebook< / li > 
							 
						 
					
						
							
								
									
										
										
										
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								< li > < a  href = "https://github.com/yhat/ggpy" > ggplot< / a >  - Same API as ggplot2 for R.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:07:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pypi.org/project/pygraphviz/" > PyGraphviz< / a >  - Python interface to < a  href = "http://www.graphviz.org/" > Graphviz< / a > .< / li > 
							 
						 
					
						
							
								
									
										
										
										
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								< 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 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
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								< li > < a  href = "https://github.com/patx/pickledb" > pickleDB< / a >  - A simple and lightweight key-value store for Python.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/msiemens/tinydb" > tinydb< / a >  - A tiny, document-oriented database.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/zopefoundation/ZODB" > ZODB< / a >  - A native object database for Python. A key-value and object graph database.< / li > 
							 
						 
					
						
							
								
									
										
										
										
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								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "database-drivers" > Database Drivers< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for connecting and operating databases.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > MySQL - < a  href = "http://shlomi-noach.github.io/awesome-mysql/" > awesome-mysql< / a > < ul > 
							 
						 
					
						
							
								
									
										
										
										
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								< li > < a  href = "https://github.com/PyMySQL/mysqlclient-python" > mysqlclient< / a >  - MySQL connector with Python 3 support (< a  href = "https://sourceforge.net/projects/mysql-python/" > mysql-python< / a >  fork).< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/PyMySQL/PyMySQL" > PyMySQL< / a >  - A pure Python MySQL driver compatible to mysql-python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
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								< li > PostgreSQL - < a  href = "https://github.com/dhamaniasad/awesome-postgres" > awesome-postgres< / a > < ul > 
							 
						 
					
						
							
								
									
										
										
										
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								< li > < a  href = "http://initd.org/psycopg/" > psycopg2< / a >  - The most popular PostgreSQL adapter for Python.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/gmr/queries" > queries< / a >  - A wrapper of the psycopg2 library for interacting with PostgreSQL.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Other Relational Databases< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.pymssql.org/en/latest/" > pymssql< / a >  - A simple database interface to Microsoft SQL Server.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > NoSQL Databases< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 19:32:35 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/datastax/python-driver" > cassandra-driver< / a >  - The Python Driver for Apache Cassandra.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/wbolster/happybase" > happybase< / a >  - A developer-friendly library for Apache HBase.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 19:32:35 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/dpkp/kafka-python" > kafka-python< / a >  - The Python client for Apache Kafka.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://py2neo.org/" > py2neo< / a >  - Python wrapper client for Neo4j's restful interface.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/mongodb/mongo-python-driver" > pymongo< / a >  - The official Python client for MongoDB.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 19:32:35 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/andymccurdy/redis-py" > redis-py< / a >  - The Python client for Redis.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Asynchronous Clients< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/mongodb/motor" > motor< / a >  - The async Python driver for MongoDB.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/driftx/Telephus" > Telephus< / a >  - Twisted based client for Cassandra.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/wulczer/txpostgres" > txpostgres< / a >  - Twisted based asynchronous driver for PostgreSQL.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/deldotdr/txRedis" > txRedis< / a >  - Twisted based client for Redis.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
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								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "date-and-time" > Date and Time< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for working with dates and times.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/KoffeinFlummi/Chronyk" > Chronyk< / a >  - A Python 3 library for parsing human-written times and dates.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-04-11 02:05:44 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/dateutil/dateutil" > dateutil< / a >  - Extensions to the standard Python < a  href = "https://docs.python.org/3/library/datetime.html" > datetime< / a >  module.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:23:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/kennethreitz/maya" > maya< / a >  - Datetimes for Humans.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "debugging-tools" > Debugging Tools< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for debugging code.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > pdb-like Debugger< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/gotcha/ipdb" > ipdb< / a >  - IPython-enabled < a  href = "https://docs.python.org/3/library/pdb.html" > pdb< / a > .< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/antocuni/pdb" > pdb++< / a >  - Another drop-in replacement for pdb.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/inducer/pudb" > pudb< / a >  - A full-screen, console-based Python debugger.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/Kozea/wdb" > wdb< / a >  - An improbable web debugger through WebSockets.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Tracing< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/khamidou/lptrace" > lptrace< / a >  - < a  href = "http://man7.org/linux/man-pages/man1/strace.1.html" > strace< / a >  for Python programs.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:23:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/ionelmc/python-manhole" > manhole< / a >  - Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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/ionelmc/python-hunter" > python-hunter< / a >  - A flexible code tracing toolkit.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/benfred/py-spy" > py-spy< / a >  - A sampling profiler for Python programs. Written in Rust.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/uber/pyflame" > pyflame< / a >  - A ptracing profiler For Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/nvdv/vprof" > vprof< / a >  - Visual Python profiler.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Others< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/gruns/icecream" > icecream< / a >  - Inspect variables, expressions, and program execution with a single, simple function call.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/jazzband/django-debug-toolbar" > django-debug-toolbar< / a >  - Display various debug information for Django.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/eliben/pyelftools" > pyelftools< / a >  - Parsing and analyzing ELF files and DWARF debugging information.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "deep-learning" > Deep Learning< / h2 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:10:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Frameworks for Neural Networks and Deep Learning. Also see < a  href = "https://github.com/ChristosChristofidis/awesome-deep-learning" > awesome-deep-learning< / a > .< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/BVLC/caffe" > caffe< / a >  - A fast open framework for deep learning..< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/keras-team/keras" > keras< / a >  - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/dmlc/mxnet" > mxnet< / a >  - A deep learning framework designed for both efficiency and flexibility.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pytorch/pytorch" > pytorch< / a >  - Tensors and Dynamic neural networks in Python with strong GPU acceleration.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/SerpentAI/SerpentAI" > SerpentAI< / a >  - Game agent framework. Use any video game as a deep learning sandbox.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/tensorflow/tensorflow" > tensorflow< / a >  - The most popular Deep Learning framework created by Google.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/ansible/ansible" > ansible< / a >  - A radically simple IT automation platform.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://cloudinit.readthedocs.io/en/latest/" > cloudinit< / a >  - A multi-distribution package that handles early initialization of a cloud instance.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/sebastien/cuisine" > cuisine< / a >  - Chef-like functionality for Fabric.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 = "https://github.com/fabric/fabric" > fabric< / a >  - A simple, Pythonic tool for remote execution and deployment.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/fabtools/fabtools" > fabtools< / a >  - Tools for writing awesome Fabric files.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.openstack.org/" > OpenStack< / a >  - Open source software for building private and public clouds.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/saltstack/salt" > saltstack< / a >  - Infrastructure automation and management system.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/Supervisor/supervisor" > supervisor< / a >  - Supervisor process control system for UNIX.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:17:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "distributed-computing" > Distributed Computing< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Frameworks and libraries for Distributed Computing.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Batch Processing< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:07:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pypi.org/project/pyspark/" > PySpark< / a >  - < a  href = "https://spark.apache.org/" > Apache Spark< / a >  Python API.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:17:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/dask/dask" > dask< / a >  - A flexible parallel computing library for analytic computing.< / 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 = "https://github.com/ray-project/ray/" > Ray< / a >  - A system for parallel and distributed Python that unifies the machine learning ecosystem.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Stream Processing< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/robinhood/faust" > faust< / a >  - A stream processing library, porting the ideas from < a  href = "https://kafka.apache.org/documentation/streams/" > Kafka Streams< / a >  to Python.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/Parsely/streamparse" > streamparse< / a >  - Run Python code against real-time streams of data via < a  href = "http://storm.apache.org/" > Apache Storm< / a > .< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://pynsist.readthedocs.io/en/latest/" > pynsist< / a >  - A tool to build Windows installers, installers bundle Python itself.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "documentation" > Documentation< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for generating project documentation.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/sphinx-doc/sphinx/" > sphinx< / a >  - Python Documentation generator.< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/yoloseem/awesome-sphinxdoc" > awesome-sphinxdoc< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/mitmproxy/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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "downloader" > Downloader< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for downloading.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://you-get.org/" > you-get< / a >  - A YouTube/Youku/Niconico video downloader written in Python 3.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://rg3.github.io/youtube-dl/" > youtube-dl< / a >  - A small command-line program to download videos from YouTube.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "e-commerce" > E-commerce< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Frameworks and libraries for e-commerce and payments.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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/agiliq/merchant" > merchant< / a >  - A Django app to accept payments from various payment processors.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:23:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/carlospalol/money" > money< / a >  - < code > Money< / code >  class with optional CLDR-backed locale-aware formatting and an extensible currency exchange.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/Alir3z4/python-currencies" > python-currencies< / a >  - Display money format and its filthy currencies.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/MicroPyramid/forex-python" > forex-python< / a >  - Foreign exchange rates, Bitcoin price index and currency conversion.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-11-23 01:45:09 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://getsaleor.com/" > saleor< / a >  - An e-commerce storefront for Django.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.shuup.com/en/" > shoop< / a >  - An open source E-Commerce platform based on Django.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "editor-plugins-and-ides" > Editor Plugins and IDEs< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Emacs< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/jorgenschaefer/elpy" > elpy< / a >  - Emacs Python Development Environment.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Sublime Text< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/DamnWidget/anaconda" > anaconda< / a >  - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > Vim< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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/python-mode/python-mode" > python-mode< / a >  - An all in one plugin for turning Vim into a Python IDE.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > Visual Studio< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/Microsoft/PTVS" > PTVS< / a >  - Python Tools for Visual Studio.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Visual Studio Code< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:23:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://marketplace.visualstudio.com/items?itemName=ms-python.python" > Python< / a >  - The official VSCode extension with rich support for Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > IDE< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.jetbrains.com/pycharm/" > PyCharm< / a >  - Commercial Python IDE by JetBrains. Has free community edition available.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/spyder-ide/spyder" > spyder< / a >  - Open Source Python IDE.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "email" > Email< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for sending and parsing email.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://tomekwojcik.github.io/envelopes/" > envelopes< / a >  - Mailing for human beings.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/mailgun/flanker" > flanker< / a >  - A email address and Mime parsing library.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/martinrusev/imbox" > imbox< / a >  - Python IMAP for Humans.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/kennethreitz/inbox.py" > inbox.py< / a >  - Python SMTP Server for Humans.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/zedshaw/lamson" > lamson< / a >  - Pythonic SMTP Application Server.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/marrow/mailer" > Marrow Mailer< / a >  - High-performance extensible mail delivery framework.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/modoboa/modoboa" > modoboa< / a >  - A mail hosting and management platform including a modern and simplified Web UI.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 = "environment-management" > Environment Management< / h2 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:07:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for Python version and virtual environment management.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pyenv/pyenv" > pyenv< / a >  - Simple Python version management.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:07:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pypa/pipenv" > pipenv< / a >  - Python Development Workflow for Humans.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/sdispater/poetry" > poetry< / a >  - Python dependency management and packaging made easy.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pypa/virtualenv" > virtualenv< / a >  - A tool to create isolated Python environments.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "files" > Files< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for file manipulation and MIME type detection.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2018-04-11 02:05:44 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.python.org/3/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/3/library/os.path.html" > os.path< / a > .< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-13 00:57:44 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.python.org/3/library/pathlib.html" > pathlib< / a >  - (Python standard library) An cross-platform, object-oriented path library.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pyfilesystem/pyfilesystem2" > PyFilesystem2< / a >  - Python's filesystem abstraction layer.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:07:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pypi.org/project/cffi/" > cffi< / a >  - Foreign Function Interface for Python calling C code.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-04-11 02:05:44 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.python.org/3/library/ctypes.html" > ctypes< / a >  - (Python standard library) Foreign Function Interface for Python calling C code.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-04-04 10:33:44 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/zostera/django-bootstrap4" > django-bootstrap4< / a >  - Bootstrap 4 integration with Django.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/django-crispy-forms/django-crispy-forms" > django-crispy-forms< / a >  - A Django app which lets you create beautiful forms in a very elegant and DRY way.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://coconut-lang.org/" > Coconut< / a >  - Coconut is a variant of Python built for simple, elegant, Pythonic functional programming.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:09:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "gui-development" > GUI Development< / h2 > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for working with graphical user interface applications.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2018-04-11 02:05:44 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.python.org/3/library/curses.html" > curses< / a >  - Built-in wrapper for < a  href = "http://www.gnu.org/software/ncurses/" > ncurses< / a >  used to create terminal GUI applications.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:23:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/ChrisKnott/Eel" > Eel< / a >  - A library for making simple Electron-like offline HTML/JS GUI apps.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/chriskiehl/Gooey" > Gooey< / a >  - Turn command line programs into a full GUI application with one line.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 17:57:11 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://wiki.gnome.org/Projects/PyGObject" > PyGObject< / a >  - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:23:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://riverbankcomputing.com/software/pyqt/intro" > PyQt< / a >  - Python bindings for the < a  href = "https://www.qt.io/" > Qt< / a >  cross-platform application and UI framework.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/PySimpleGUI/PySimpleGUI" > PySimpleGUI< / a >  - Wrapper for tkinter, Qt, WxPython and Remi.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/r0x0r/pywebview/" > pywebview< / a >  - A lightweight cross-platform native wrapper around a webview component.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://wxpython.org/" > wxPython< / a >  - A blending of the wxWidgets C++ class library with the Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "game-development" > Game Development< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Awesome game development libraries.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:23:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://cocos2d.org/" > Cocos2d< / a >  - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.harfang3d.com" > Harfang3D< / a >  - Python framework for 3D, VR and game development.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.panda3d.org/" > Panda3D< / a >  - 3D game engine developed by Disney.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pysdl2.readthedocs.io" > PySDL2< / a >  - A ctypes based wrapper for the SDL2 library.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:23:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/SmileyChris/django-countries" > django-countries< / a >  - A Django app that provides a country field for models and forms.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.crummy.com/software/BeautifulSoup/bs4/doc/" > BeautifulSoup< / a >  - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/mozilla/bleach" > bleach< / a >  - A whitelist-based HTML sanitization and text linkification library.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:07:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pypi.org/project/cssutils/" > cssutils< / a >  - A CSS library for Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/html5lib/html5lib-python" > html5lib< / a >  - A standards-compliant library for parsing and serializing HTML documents and fragments.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://lxml.de/" > lxml< / a >  - A very fast, easy-to-use and versatile library for handling HTML and XML.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pallets/markupsafe" > MarkupSafe< / a >  - Implements a XML/HTML/XHTML Markup safe string for Python.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/gawel/pyquery" > pyquery< / a >  - A jQuery-like library for parsing HTML.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/stchris/untangle" > untangle< / a >  - Converts XML documents to Python objects for easy access.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://weasyprint.org" > WeasyPrint< / a >  - A visual rendering engine for HTML and CSS that can export to PDF.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://xmldataset.readthedocs.io/en/latest/" > xmldataset< / a >  - Simple XML Parsing.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/martinblech/xmltodict" > xmltodict< / a >  - Working with XML feel like you are working with JSON.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:08:09 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "http-clients" > HTTP Clients< / h2 > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for working with HTTP.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/kennethreitz/grequests" > grequests< / a >  - requests + gevent for asynchronous HTTP requests.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/httplib2/httplib2" > httplib2< / a >  - Comprehensive HTTP client library.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "hardware" > Hardware< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for programming with hardware.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://inotool.org/" > ino< / a >  - Command line toolkit for working with < a  href = "https://www.arduino.cc/" > Arduino< / a > .< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/boppreh/keyboard" > keyboard< / a >  - Hook and simulate global keyboard events on Windows and Linux.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/boppreh/mouse" > mouse< / a >  - Hook and simulate global mouse events on Windows and Linux.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 = "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 > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "image-processing" > Image Processing< / h2 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for manipulating images.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2015-08-15 02:36:01 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/rossgoodwin/hmap" > hmap< / a >  - Image histogram remapping.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-03-13 22:21:31 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://sourceforge.net/projects/imgseek/" > imgSeek< / a >  - A project for searching a collection of images using visual similarity.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-08-15 02:36:01 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/hhatto/nude.py" > nude.py< / a >  - Nudity detection.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-08-15 02:36:01 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/lincolnloop/python-qrcode" > python-qrcode< / a >  - A pure Python QR Code generator.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-08-15 02:36:01 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "implementations" > Implementations< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Implementations of Python.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/python/cpython" > CPython< / a >  - < strong > Default, most widely used implementation of the Python programming language written in C.< / strong > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:23:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://cython.org/" > Cython< / a >  - Optimizing Static Compiler for Python.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/metawilm/cl-python" > CLPython< / a >  - Implementation of the Python programming language written in Common Lisp.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-04-11 02:05:44 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/google/grumpy" > Grumpy< / a >  - More compiler than interpreter as more powerful CPython2.7 replacement (alpha).< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:23:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/IronLanguages/ironpython3" > IronPython< / a >  - Implementation of the Python programming language written in C#.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://hg.python.org/jython" > Jython< / a >  - Implementation of Python programming language written in Java for the JVM.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/micropython/micropython" > MicroPython< / a >  - A lean and efficient Python programming language implementation.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://numba.pydata.org/" > Numba< / a >  - Python JIT compiler to LLVM aimed at scientific Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:23:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/Maratyszcza/PeachPy" > PeachPy< / a >  - x86-64 assembler embedded in Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/Microsoft/Pyjion" > Pyjion< / a >  - A JIT for Python based upon CoreCLR.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:23:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://bitbucket.org/pypy/pypy" > PyPy< / a >  - A very fast and compliant implementation of the Python language.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/dropbox/pyston" > Pyston< / a >  - A Python implementation using JIT techniques.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/stackless-dev/stackless" > Stackless Python< / a >  - An enhanced version of the Python programming language.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "interactive-interpreter" > Interactive Interpreter< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Interactive Python interpreters (REPL).< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/bpython/bpython" > bpython< / a >  - A fancy interface to the Python interpreter.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-04-11 02:05:44 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://jupyter.org" > Jupyter Notebook (IPython)< / a >  - A rich toolkit to help you make the most out of using Python interactively.< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/markusschanta/awesome-jupyter" > awesome-jupyter< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "internationalization" > Internationalization< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for working with i18n.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "job-scheduler" > Job Scheduler< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for scheduling jobs.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://apscheduler.readthedocs.io/en/latest/" > APScheduler< / a >  - A light but powerful in-process task scheduler that lets you schedule functions.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 06:03:02 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://joblib.readthedocs.io/" > Joblib< / a >  - A set of tools to provide lightweight pipelining in Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.openstack.org/developer/taskflow/" > TaskFlow< / a >  - A Python library that helps to make task execution easy, consistent and reliable.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://airflow.apache.org/" > Airflow< / a >  - Airflow is a platform to programmatically author, schedule and monitor workflows.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "logging" > Logging< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for generating and working with logs.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/ScatterHQ/eliot" > Eliot< / a >  - Logging for complex &  distributed systems.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://logbook.readthedocs.io/en/stable/" > logbook< / a >  - Logging replacement for Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-04-11 02:05:44 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.python.org/3/library/logging.html" > logging< / a >  - (Python standard library) Logging facility for Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/getsentry/raven-python" > raven< / a >  - Python client for Sentry, a log/error tracking, crash reporting and aggregation platform for web applications.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "machine-learning" > Machine Learning< / h2 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:10:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for Machine Learning. Also see < a  href = "https://github.com/josephmisiti/awesome-machine-learning#python" > awesome-machine-learning< / a > .< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 17:57:11 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/h2oai/h2o-3" > H2O< / a >  - Open Source Fast Scalable Machine Learning Platform.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/benhamner/Metrics" > Metrics< / a >  - Machine learning evaluation metrics.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/numenta/nupic" > NuPIC< / a >  - Numenta Platform for Intelligent Computing.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://scikit-learn.org/" > scikit-learn< / a >  - The most popular Python library for Machine Learning.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://spark.apache.org/docs/latest/ml-guide.html" > Spark ML< / a >  - < a  href = "http://spark.apache.org/" > Apache Spark< / a > 's scalable Machine Learning library.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/dmlc/xgboost" > xgboost< / a >  - A scalable, portable, and distributed gradient boosting library.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "microsoft-windows" > Microsoft Windows< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Python programming on Microsoft Windows.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2016-03-13 22:21:31 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/mahmoud/boltons" > boltons< / a >  - A set of pure-Python utilities.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.tryton.org/" > tryton< / a >  - A general purpose business framework.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-03-13 22:21:31 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "natural-language-processing" > Natural Language Processing< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for working with human languages.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > General< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/RaRe-Technologies/gensim" > gensim< / a >  - Topic Modelling for Humans.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/saffsd/langid.py" > langid.py< / a >  - Stand-alone language identification system.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 = "https://github.com/clips/pattern" > pattern< / a >  - A web mining module for the Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/aboSamoor/polyglot" > polyglot< / a >  - Natural language pipeline supporting hundreds of languages.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/facebookresearch/pytext" > pytext< / a >  - A natural language modeling framework based on PyTorch.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-04-11 02:07:45 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/PetrochukM/PyTorch-NLP" > PyTorch-NLP< / a >  - A toolkit enabling rapid deep learning NLP prototyping for research.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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/stanfordnlp/stanfordnlp" > stanfordnlp< / a >  - The Stanford NLP Group's official Python library, supporting 50+ languages.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Chinese< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/fxsjy/jieba" > jieba< / a >  - The most popular Chinese text segmentation library.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/lancopku/pkuseg-python" > pkuseg-python< / a >  - A toolkit for Chinese word segmentation in various domains.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/isnowfy/snownlp" > snownlp< / a >  - A library for processing Chinese text.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/fighting41love/funNLP" > funNLP< / a >  - A collection of tools and datasets for Chinese NLP.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "network-virtualization" > Network Virtualization< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Tools and libraries for Virtual Networking and SDN (Software Defined Networking).< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/mininet/mininet" > mininet< / a >  - A popular network emulator and API written in Python.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/noxrepo/pox" > pox< / a >  - A Python-based SDN control applications, such as OpenFlow SDN controllers.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "networking" > Networking< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for networking programming.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 19:32:35 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.python.org/3/library/asyncio.html" > asyncio< / a >  - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/timofurrer/awesome-asyncio" > awesome-asyncio< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/quantmind/pulsar" > pulsar< / a >  - Event-driven concurrent framework for Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/zeromq/pyzmq" > pyzmq< / a >  - A Python wrapper for the ZeroMQ message library.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://twistedmatrix.com/trac/" > Twisted< / a >  - An event-driven networking engine.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/napalm-automation/napalm" > napalm< / a >  - Cross-vendor API to manipulate network devices.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 07:49:21 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/tschellenbach/Stream-Framework" > Stream Framework< / a >  - Building newsfeed and notification systems using Cassandra and Redis.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.sqlalchemy.org/" > SQLAlchemy< / a >  - The Python SQL Toolkit and Object Relational Mapper.< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/dahlia/awesome-sqlalchemy" > awesome-sqlalchemy< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pudo/dataset" > dataset< / a >  - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/sdispater/orator" > orator< / a >  -  The Orator ORM provides a simple yet beautiful ActiveRecord implementation.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/coleifer/peewee" > peewee< / a >  - A small, expressive ORM.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/ponyorm/pony/" > pony< / a >  - ORM that provides a generator-oriented interface to SQL.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/web2py/pydal/" > pydal< / a >  - A pure Python Database Abstraction Layer.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > NoSQL Databases< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2015-09-01 02:06:37 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/stephenmcd/hot-redis" > hot-redis< / a >  - Rich Python data types for Redis.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/MongoEngine/mongoengine" > mongoengine< / a >  - A Python Object-Document-Mapper for working with MongoDB.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pynamodb/PynamoDB" > PynamoDB< / a >  - A Pythonic interface for < a  href = "https://aws.amazon.com/dynamodb/" > Amazon DynamoDB< / a > .< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-08-15 02:36:01 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/kiddouk/redisco" > redisco< / a >  - A Python Library for Simple Models and Containers Persisted in Redis.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "package-management" > Package Management< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for package and dependency management.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pip.pypa.io/en/stable/" > pip< / a >  - The Python package and dependency manager.< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pypi.org/" > PyPI< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/jazzband/pip-tools" > pip-tools< / a >  - A set of tools to keep your pinned Python dependencies fresh.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:57:48 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/conda/conda/" > conda< / a >  - Cross-platform, Python-agnostic binary package manager.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "package-repositories" > Package Repositories< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Local PyPI repository server and proxies.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pypa/warehouse" > warehouse< / a >  - Next generation Python Package Repository (PyPI).< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-23 18:30:52 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pypa/bandersnatch/" > bandersnatch< / a >  - PyPI mirroring tool provided by Python Packaging Authority (PyPA).< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/devpi/devpi" > devpi< / a >  - PyPI server and packaging/testing/release tool.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/jazzband/localshop" > localshop< / a >  - Local PyPI server (custom packages and auto-mirroring of pypi).< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-05-25 15:59:05 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "permissions" > Permissions< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries that allow or deny users access to data or functionality.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-03-13 22:21:31 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/django-guardian/django-guardian" > django-guardian< / a >  - Implementation of per object permissions for Django 1.2+< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "processes" > Processes< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for starting and communicating with OS processes.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/kennethreitz/delegator.py" > delegator.py< / a >  - < a  href = "https://docs.python.org/3.6/library/subprocess.html" > Subprocesses< / a >  for Humans™ 2.0.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://sarge.readthedocs.io/en/latest/" > sarge< / a >  - Yet another wrapper for subprocess.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/amoffat/sh" > sh< / a >  - A full-fledged subprocess replacement for Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "queue" > Queue< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for working with event and task queues.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 &  gevent.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/rq/rq" > rq< / a >  - Simple job queues for Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "recommender-systems" > Recommender Systems< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for building recommender systems.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/spotify/annoy" > annoy< / a >  - Approximate Nearest Neighbors in C++/Python optimized for memory usage.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/ibayer/fastFM" > fastFM< / a >  - A library for Factorization Machines.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/benfred/implicit" > implicit< / a >  - A fast Python implementation of collaborative filtering for implicit datasets.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/guestwalk/libffm" > libffm< / a >  - A library for Field-aware Factorization Machine (FFM).< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/lyst/lightfm" > lightfm< / a >  - A Python implementation of a number of popular recommendation algorithms.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/maciejkula/spotlight" > spotlight< / a >  - Deep recommender models using PyTorch.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/NicolasHug/Surprise" > Surprise< / a >  - A scikit for building and analyzing recommender systems.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/jfkirk/tensorrec" > tensorrec< / a >  - A Recommendation Engine Framework in TensorFlow.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "restful-api" > RESTful API< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for developing RESTful APIs.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2015-10-03 18:34:29 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://tastypieapi.org/" > django-tastypie< / a >  - Creating delicious APIs for Django apps.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-10-03 18:34:29 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Flask< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pyeve/eve" > eve< / a >  - REST API framework powered by Flask, MongoDB and good intentions.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/marselester/flask-api-utils" > flask-api-utils< / a >  - Taking care of API representation and authentication for Flask.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-08-15 02:36:01 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.flaskapi.org/" > flask-api< / a >  - Browsable Web APIs for Flask.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-05-25 15:59:05 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-10-03 18:34:29 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Pyramid< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/Cornices/cornice" > cornice< / a >  - A RESTful framework for Pyramid.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2015-10-03 18:34:29 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Framework agnostic< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 16:37:13 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/encode/apistar" > apistar< / a >  - A smart Web API framework, designed for Python 3.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-10-03 18:34:29 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://falconframework.org/" > falcon< / a >  - A high-performance framework for building cloud APIs and web app backends.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:29:58 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/timothycrosley/hug" > hug< / a >  - A Python 3 framework for cleanly exposing APIs.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-05-25 15:59:05 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/toastdriven/restless" > restless< / a >  - Framework agnostic REST framework based on lessons learned from Tastypie.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-10-03 18:34:29 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/vertical-knowledge/ripozo" > ripozo< / a >  - Quickly creating REST/HATEOAS/Hypermedia APIs.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/jeffknupp/sandman" > sandman< / a >  - Automated REST APIs for existing database-driven systems.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-10-03 18:34:29 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "robotics" > Robotics< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for robotics.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/AtsushiSakai/PythonRobotics" > PythonRobotics< / a >  - This is a compilation of various robotics algorithms with visualizations.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://wiki.ros.org/rospy" > rospy< / a >  - This is a library for ROS (Robot Operating System).< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "rpc-servers" > RPC Servers< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > RPC-compatible servers.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/joshmarshall/jsonrpclib/" > SimpleJSONRPCServer< / a >  - This library is an implementation of the JSON-RPC specification.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-04-11 02:05:44 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.python.org/3/library/xmlrpc.server.html" > SimpleXMLRPCServer< / a >  - (Python standard library) Simple XML-RPC server implementation, single-threaded.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "science" > Science< / h2 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:10:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for scientific computing. Also see < a  href = "https://github.com/TomNicholas/Python-for-Scientists" > Python-for-Scientists< / a > < / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.astropy.org/" > astropy< / a >  - A community Python library for Astronomy.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/chapmanb/bcbio-nextgen" > bcbio-nextgen< / a >  - Providing best-practice pipelines for fully automated high throughput sequencing analysis.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/chapmanb/bcbb" > bccb< / a >  - Collection of useful code related to biological analysis.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://biopython.org/wiki/Main_Page" > Biopython< / a >  - Biopython is a set of freely available tools for biological computation.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://cclib.github.io/" > cclib< / a >  - A library for parsing and interpreting the results of computational chemistry packages.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:29:58 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://colour-science.org/" > Colour< / a >  - Implementing a comprehensive number of colour theory transformations and algorithms.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://networkx.github.io/" > NetworkX< / a >  - A high-productivity software for complex networks.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://nipy.org" > NIPY< / a >  - A collection of neuroimaging toolkits.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.numpy.org/" > NumPy< / a >  - A fundamental package for scientific computing with Python.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://openbabel.org/wiki/Main_Page" > Open Babel< / a >  - A chemical toolbox designed to speak the many languages of chemical data.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/obspy/obspy/wiki/" > ObsPy< / a >  - A Python toolbox for seismology.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.pydy.org/" > PyDy< / a >  - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pymc-devs/pymc3" > PyMC< / a >  - Markov Chain Monte Carlo sampling toolkit.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 17:57:11 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://qutip.org/" > QuTiP< / a >  - Quantum Toolbox in Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.rdkit.org/" > RDKit< / a >  - Cheminformatics and Machine Learning Software.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.scipy.org/" > SciPy< / a >  - A Python-based ecosystem of open-source software for mathematics, science, and engineering.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/statsmodels/statsmodels" > statsmodels< / a >  - Statistical modeling and econometrics in Python.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://bitbucket.org/simpy/simpy" > SimPy< / a >  -  A process-based discrete-event simulation framework.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "search" > Search< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries and software for indexing and performing search queries on data.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 08:17:40 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/elastic/elasticsearch-dsl-py" > elasticsearch-dsl-py< / a >  - The official high-level Python client for Elasticsearch.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/django-haystack/django-haystack" > django-haystack< / a >  - Modular search for Django.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/django-haystack/pysolr" > pysolr< / a >  - A lightweight Python wrapper for < a  href = "https://lucene.apache.org/solr/" > Apache Solr< / a > .< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://whoosh.readthedocs.io/en/latest/" > whoosh< / a >  - A fast, pure Python search engine library.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
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								< h2  id = "serialization" > Serialization< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for serializing complex data types< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 07:49:21 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/marshmallow-code/marshmallow" > marshmallow< / a >  - A lightweight library for converting complex objects to and from simple Python datatypes.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/TkTech/pysimdjson" > pysimdjson< / a >  - A Python bindings for < a  href = "https://github.com/lemire/simdjson" > simdjson< / a > .< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/python-rapidjson/python-rapidjson" > python-rapidjson< / a >  - A Python wrapper around < a  href = "https://github.com/Tencent/rapidjson" > RapidJSON< / a > .< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
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								< h2  id = "serverless-frameworks" > Serverless Frameworks< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Frameworks for developing serverless Python code.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "specific-formats-processing" > Specific Formats Processing< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for parsing and manipulating specific text formats.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > General< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/kennethreitz/tablib" > tablib< / a >  - A module for Tabular Datasets in XLS, CSV, JSON, YAML.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
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								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Office< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://openpyxl.readthedocs.io/en/stable/" > openpyxl< / a >  - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/scanny/python-pptx" > python-pptx< / a >  - Python library for creating and updating PowerPoint (.pptx) files.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/unoconv/unoconv" > unoconv< / a >  - Convert between any document format supported by LibreOffice/OpenOffice.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/jmcnamara/XlsxWriter" > XlsxWriter< / a >  - A Python module for creating Excel .xlsx files.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/ZoomerAnalytics/xlwings" > xlwings< / a >  - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
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								< / 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.reportlab.com/opensource/" > ReportLab< / a >  - Allowing Rapid creation of rich PDF documents.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
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								< / 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > YAML< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://pyyaml.org/" > PyYAML< / a >  - YAML implementations for Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > CSV< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/wireservice/csvkit" > csvkit< / a >  - Utilities for converting to and working with CSV.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Archive< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/mitsuhiko/unp" > unp< / a >  - A command line tool that can unpack archives easily.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/mkdocs/mkdocs/" > mkdocs< / a >  - Markdown friendly documentation generator.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/getpelican/pelican" > pelican< / a >  - Static site generator that supports Markdown and reST syntax.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/lektor/lektor" > lektor< / a >  - An easy to use static CMS and blog engine.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/getnikola/nikola" > nikola< / a >  - A static website and blog generator.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "tagging" > Tagging< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for tagging items.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/jazzband/django-taggit" > django-taggit< / a >  - Simple tagging for Django.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "template-engine" > Template Engine< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries and tools for templating and lexing.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pallets/jinja" > Jinja2< / a >  - A modern and designer friendly templating language.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://genshi.edgewall.org/" > Genshi< / a >  - Python templating toolkit for generation of web-aware output.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.makotemplates.org/" > Mako< / a >  - Hyperfast and lightweight templating for the Python platform.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "testing" > Testing< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for testing codebases and generating test data.< / em > < / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Testing Frameworks< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2018-04-11 02:05:44 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.pytest.org/en/latest/" > pytest< / a >  - A mature full-featured Python testing tool.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/HypothesisWorks/hypothesis" > hypothesis< / a >  - Hypothesis is an advanced Quickcheck style property based testing library.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/nose-devs/nose2" > nose2< / a >  - The successor to < code > nose< / code > , based on `unittest2.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-08-07 00:28:04 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/robotframework/robotframework" > Robot Framework< / a >  - A generic test automation framework.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-04-11 02:05:44 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.python.org/3/library/unittest.html" > unittest< / a >  - (Python standard library) Unit testing framework.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
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											2016-05-25 15:59:05 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Test Runners< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/CleanCut/green" > green< / a >  - A clean, colorful test runner.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://nestorsalceda.github.io/mamba/" > mamba< / a >  - The definitive testing tool for Python. Born under the banner of BDD.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://tox.readthedocs.io/en/latest/" > tox< / a >  - Auto builds and tests distributions in multiple Python versions< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-05-25 15:59:05 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > GUI / Web Testing< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/locustio/locust" > locust< / a >  - Scalable user load testing tool written in Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/asweigart/pyautogui" > PyAutoGUI< / a >  - PyAutoGUI is a cross-platform GUI automation Python module for human beings.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:07:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pypi.org/project/selenium/" > Selenium< / a >  - Python bindings for < a  href = "http://www.seleniumhq.org/" > Selenium< / a >  WebDriver.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/seatgeek/sixpack" > sixpack< / a >  - A language-agnostic A/B Testing framework.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-05-25 15:59:05 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/cobrateam/splinter" > splinter< / a >  - Open source tool for testing web applications.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Mock< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:29:58 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.python.org/3/library/unittest.mock.html" > mock< / a >  - (Python standard library) A mocking and patching library.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:07:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pypi.org/project/doublex/" > doublex< / a >  - Powerful test doubles framework for Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-06 16:13:23 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/gabrielfalcao/HTTPretty" > httpretty< / a >  - HTTP request mock tool for Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:29:58 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/mindflayer/python-mocket" > mocket< / a >  - A socket mock framework with gevent/asyncio/SSL support.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-03-13 22:21:31 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/getsentry/responses" > responses< / a >  - A utility library for mocking out the requests Python library.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-09-01 02:06:37 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/FactoryBoy/factory_boy" > factory_boy< / a >  - A test fixtures replacement for Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-09-01 02:06:37 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Code Coverage< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:07:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pypi.org/project/coverage/" > coverage< / a >  - Code coverage measurement.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Fake Data< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/lk-geimfari/mimesis" > mimesis< / a >  - is a Python library that help you generate fake data.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-09-01 02:06:37 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/emirozer/fake2db" > fake2db< / a >  - Fake database generator.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/joke2k/faker" > faker< / a >  - A Python package that generates fake data.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:07:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pypi.org/project/radar/" > radar< / a >  - Generate random datetime / time.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
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								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "text-processing" > Text Processing< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for parsing and manipulating plain texts.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-06 16:13:23 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > General< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/chardet/chardet" > chardet< / a >  - Python 2/3 compatible character encoding detector.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-04-11 02:05:44 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://docs.python.org/3/library/difflib.html" > difflib< / a >  - (Python standard library) Helpers for computing deltas.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/vinta/pangu.py" > pangu.py< / a >  - Paranoid text spacing.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pwaller/pyfiglet" > pyfiglet< / a >  - An implementation of figlet written in Python.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/mozillazg/python-pinyin" > pypinyin< / a >  - Convert Chinese hanzi (漢字) to pinyin (拼音).< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:29:58 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/orsinium/textdistance" > textdistance< / a >  - Compute distance between sequences with 30+ algorithms.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:07:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pypi.org/project/Unidecode/" > unidecode< / a >  - ASCII transliterations of Unicode text.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Unique identifiers< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 = "https://github.com/skorokithakis/shortuuid" > shortuuid< / a >  - A generator library for concise, unambiguous and URL-safe UUIDs.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > Parser< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/dabeaz/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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pyparsing/pyparsing" > pyparsing< / a >  - A general purpose framework for generating parsers.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/derek73/python-nameparser" > python-nameparser< / a >  - Parsing human names into their individual components.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/daviddrysdale/python-phonenumbers" > python-phonenumbers< / a >  - Parsing, formatting, storing and validating international phone numbers.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "third-party-apis" > Third-party APIs< / h2 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:10:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for accessing third party services APIs. Also see < a  href = "https://github.com/realpython/list-of-python-api-wrappers" > List of Python API Wrappers and Libraries< / a > .< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://libcloud.apache.org/" > apache-libcloud< / a >  - One Python library for all clouds.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/boto/boto3" > boto3< / a >  - Python interface to Amazon Web Services.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/istrategylabs/django-wordpress" > django-wordpress< / a >  - WordPress models and views for Django.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-05-25 15:59:05 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/mobolic/facebook-sdk" > facebook-sdk< / a >  - Facebook Platform Python SDK.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-08-15 02:36:01 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/google/google-api-python-client" > google-api-python-client< / a >  - Google APIs Client Library for Python.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "url-manipulation" > URL Manipulation< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for parsing URLs.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/gruns/furl" > furl< / a >  - A small Python library that makes parsing and manipulating URLs easy.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:29:58 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/marshmallow-code/webargs" > webargs< / a >  - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "video" > Video< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for manipulating video and GIFs.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 10:49:07 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://zulko.github.io/moviepy/" > moviepy< / a >  - A module for script-based movie editing with many formats, including animated GIFs.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/aizvorski/scikit-video" > scikit-video< / a >  - Video processing routines for SciPy.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "wsgi-servers" > WSGI Servers< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > WSGI-compatible web servers.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 11:04:10 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/jonashaag/bjoern" > bjoern< / a >  - Asynchronous, very fast and written in C.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/benoitc/gunicorn" > gunicorn< / a >  - Pre-forked, partly written in C.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://uwsgi-docs.readthedocs.io/en/latest/" > uWSGI< / a >  - A project aims at developing a full stack for building hosting services, written in C.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 11:04:10 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/Pylons/waitress" > waitress< / a >  - Multi-threaded, powers Pyramid.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/pallets/werkzeug" > werkzeug< / a >  - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 16:37:13 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "web-asset-management" > Web 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://wimleers.com/fileconveyor" > 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/miracle2k/webassets" > webassets< / a >  - Bundles, optimizes, and manages unique cache-busting URLs for static resources.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "web-content-extracting" > Web Content Extracting< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for extracting web contents.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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/buriy/python-readability" > python-readability< / a >  - Fast Python port of arc90's readability tool.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-04-11 02:05:44 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/kennethreitz/requests-html" > requests-html< / a >  - Pythonic HTML Parsing for Humans.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2018-04-11 02:05:44 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/gaojiuli/toapi" > toapi< / a >  - Every web site provides APIs.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:05:43 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "web-crawling" > Web Crawling< / h2 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:06:21 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries to automate web scraping.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/chineking/cola" > cola< / a >  - A distributed crawling framework.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 11:04:10 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pythonhosted.org/feedparser/" > feedparser< / a >  - Universal feed parser.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/lorien/grab" > grab< / a >  - Site scraping framework.< / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/MechanicalSoup/MechanicalSoup" > MechanicalSoup< / a >  - A Python library for automating interaction with websites.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/binux/pyspider" > pyspider< / a >  - A powerful spider system.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 11:04:10 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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://scrapy.org/" > scrapy< / a >  - A fast high-level screen scraping and web crawling framework.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:05:43 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/scrapinghub/portia" > portia< / a >  - Visual scraping for Scrapy.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "web-frameworks" > Web Frameworks< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Full stack web frameworks.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.djangoproject.com/" > Django< / a >  - The most popular web framework in Python.< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-04-03 05:39:18 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/shahraizali/awesome-django" > awesome-django< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-09-01 02:06:37 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 09:43:39 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/MasoniteFramework/masonite" > Masonite< / a >  - The modern and developer centric Python web framework.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pylonsproject.org/" > Pyramid< / a >  - A small, fast, down-to-earth, open source Python web framework.< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/uralbash/awesome-pyramid" > awesome-pyramid< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-09-01 02:06:37 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/channelcat/sanic" > Sanic< / a >  - Web server that's written to go fast.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 19:32:35 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://vibora.io/" > Vibora< / a >  - Fast, efficient and asynchronous Web framework inspired by Flask.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.tornadoweb.org/en/latest/" > Tornado< / a >  - A Web framework and asynchronous networking library.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "websocket" > WebSocket< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Libraries for working with WebSocket.< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-07-04 01:06:10 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-03-03 11:04:10 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/crossbario/autobahn-python" > autobahn-python< / a >  - WebSocket &  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 &  WAMP for Python on Autobahn).< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 19:32:35 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/django/channels" > django-channels< / a >  - Developer-friendly asynchrony for Django.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-07-04 01:06:10 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2015-09-04 22:42:56 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h1  id = "services" > Services< / h1 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > Online tools and APIs to simplify development.< / p > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "continuous-integration" > Continuous Integration< / h2 > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 10:10:55 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > < em > Also see < a  href = "https://github.com/ciandcd/awesome-ciandcd#online-build-system" > awesome-CIandCD< / a > .< / em > < / p > 
							 
						 
					
						
							
								
									
										
										
										
											2015-09-04 22:42:56 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 05:50:39 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://circleci.com/" > CircleCI< / a >  - A CI service that can run very fast parallel testing.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2015-09-04 22:42:56 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://vexor.io" > Vexor CI< / a >  - A continuous integration tool for private apps with pay-per-minute billing model.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.wercker.com/" > Wercker< / a >  - A Docker-based platform for building and deploying applications and microservices.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-09-04 22:42:56 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "code-quality" > Code Quality< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.codacy.com/" > Codacy< / a >  - Automated Code Review to ship better code, faster.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://codecov.io/" > Codecov< / a >  - Code coverage dashboard.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.codefactor.io/" > CodeFactor< / a >  - Automated Code Review for Git.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-05-25 15:59:05 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://landscape.io/" > Landscape< / a >  - Hosted continuous Python code metrics.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 09:26:04 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pep8speaks.com/" > PEP 8 Speaks< / a >  - GitHub integration to review code style.< / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-09-04 22:42:56 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h1  id = "resources" > Resources< / h1 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > Where to discover new Python libraries.< / p > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "podcasts" > Podcasts< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://frompythonimportpodcast.com/" > From Python Import Podcast< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://podcastinit.com/" > Podcast.init< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://pythonbytes.fm" > Python Bytes< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://pythontesting.net" > Python Testing< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://radiofreepython.com/" > Radio Free Python< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://talkpython.fm/" > Talk Python To Me< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 09:40:08 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://testandcode.com/" > Test and Code< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "twitter" > Twitter< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://twitter.com/codetengu" > @codetengu< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://twitter.com/getpy" > @getpy< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://twitter.com/importpython" > @importpython< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://twitter.com/planetpython" > @planetpython< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://twitter.com/pycoders" > @pycoders< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://twitter.com/pypi" > @pypi< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://twitter.com/pythontrending" > @pythontrending< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://twitter.com/PythonWeekly" > @PythonWeekly< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-04-24 21:06:13 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://twitter.com/talkpython" > @TalkPython< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 17:57:11 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://twitter.com/realpython" > @realpython< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "websites" > Websites< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-06 16:13:23 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.reddit.com/r/coolgithubprojects/" > /r/CoolGithubProjects< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-11-14 02:05:20 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.reddit.com/r/python" > /r/Python< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://python.libhunt.com/" > Awesome Python @LibHunt< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://djangopackages.org/" > Django Packages< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2016-05-25 15:59:05 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.fullstackpython.com/" > Full Stack Python< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-25 09:33:37 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.pythoncheatsheet.org/" > Python Cheatsheet< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.oss.io/open-source/" > Python Hackers< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-08-07 00:28:04 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://python.zeef.com/alan.richmond" > Python ZEEF< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://www.ctolib.com/python/" > Python 开发社区< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 17:57:11 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://realpython.com" > Real Python< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-08-07 00:28:04 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://github.com/trending?l=python" > Trending Python repositories on GitHub today< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2019-05-18 11:40:33 +00:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://python-scripts.com/" > Сообщество Python Программистов< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< h2  id = "weekly" > Weekly< / h2 > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< ul > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://weekly.codetengu.com/" > CodeTengu Weekly 碼天狗週刊< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-08-07 00:28:04 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://importpython.com/newsletter/" > Import Python Newsletter< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://pycoders.com/" > Pycoder's Weekly< / a > < / li > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "http://www.pythonweekly.com/" > Python Weekly< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2018-08-04 17:57:11 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< li > < a  href = "https://realpython.com/python-tricks/" > Python Tricks< / a > < / li > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / ul > 
							 
						 
					
						
							
								
									
										
										
										
											2015-10-03 18:34:29 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< 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 > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > I will keep some pull requests open if I'm not sure whether those libraries are awesome, you could < a  href = "https://github.com/vinta/awesome-python/pulls" > vote for them< / a >  by adding :+1: to them. Pull requests will be merged when their votes reach < strong > 20< / strong > .< / p > 
							 
						 
					
						
							
								
									
										
										
										
											2018-02-28 16:44:58 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								< hr  / > 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< p > If you have any question about this opinionated list, do not hesitate to contact me < a  href = "https://twitter.com/vinta" > @vinta< / a >  on Twitter or open an issue on GitHub.< / p > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								                
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                  
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								              
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								              
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								                
							 
						 
					
						
							
								
									
										
										
										
											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
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								        and
							 
						 
					
						
							
								
									
										
										
										
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								      < script  src = "assets/javascripts/application.d9aa80ab.js" > < / script > 
							 
						 
					
						
							
								
									
										
										
										
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											2019-03-02 23:46:42 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								      < script > app . initialize ( { version : "1.0.4" , url : { base : "." } } ) < / script > 
							 
						 
					
						
							
								
									
										
										
										
											2017-10-27 04:11:40 +08:00 
										
									 
								 
							 
							
								
									
										 
									 
								
							 
							
								 
							 
							
								
									
								 
							
							
								      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								    
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								  < / body > 
							 
						 
					
						
							
								
									
										
										
										
											2015-06-07 02:44:15 +08:00 
										
									 
								 
							 
							
								
							 
							
								 
							 
							
								
									
								 
							
							
								< / html >