awesome-python
  
  
    An opinionated list of awesome Python frameworks, libraries, software and resources. 
    https://github.com/vinta/awesome-python
  
        Last synced: 6 days ago 
        JSON representation
    
- 
            
Admin Panels
- django-grappelli - A jazzy skin for the Django Admin-Interface.
 - django-suit - Alternative Django Admin-Interface (free only for Non-commercial use).
 - ajenti - The admin panel your servers deserve.
 - django-grappelli - A jazzy skin for the Django Admin-Interface.
 - flower - Real-time monitor and web admin for Celery.
 - jet-bridge - Admin panel framework for any application with nice UI (ex Jet Django).
 - wooey - A Django app which creates automatic web UIs for Python scripts.
 - streamlit - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
 - flask-admin - Simple and extensible administrative interface framework for Flask.
 
 - 
            
Algorithms and Design Patterns
- awesome-algorithms
 - algorithms - Minimal examples of data structures and algorithms.
 - python-ds - A collection of data structure and algorithms for coding interviews.
 - sortedcontainers - Fast and pure-Python implementation of sorted collections.
 - thealgorithms - All Algorithms implemented in Python.
 - pypattyrn - A simple yet effective library for implementing common design patterns.
 - python-patterns - A collection of design patterns in Python.
 - transitions - A lightweight, object-oriented finite state machine implementation.
 
 - 
            
ASGI Servers
 - 
            
Asynchronous Programming
- asyncio - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.
 - concurrent.futures - (Python standard library) A high-level interface for asynchronously executing callables.
 - multiprocessing - (Python standard library) Process-based parallelism.
 - trio - A friendly library for async concurrency and I/O.
 - twisted - An event-driven networking engine.
 - uvloop - Ultra fast asyncio event loop.
 - eventlet - Asynchronous framework with WSGI support.
 - gevent - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet).
 - awesome-asyncio
 
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HTML Manipulation
- xmldataset - Simple XML Parsing.
 - cssutils - A CSS library for Python.
 - lxml - A very fast, easy-to-use and versatile library for handling HTML and XML.
 - WeasyPrint - A visual rendering engine for HTML and CSS that can export to PDF.
 - lxml - A very fast, easy-to-use and versatile library for handling HTML and XML.
 - WeasyPrint - A visual rendering engine for HTML and CSS that can export to PDF.
 - beautifulsoup - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
 
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Build Tools
- BitBake - A make-like build tool for embedded Linux.
 - buildout - A build system for creating, assembling and deploying applications from multiple parts.
 - SCons - A software construction tool.
 - BitBake - A make-like build tool for embedded Linux.
 - SCons - A software construction tool.
 - SCons - A software construction tool.
 
 - 
            
Built-in Classes Enhancement
- dataclasses - (Python standard library) Data classes.
 
 - 
            
CMS
- django-cms - An Open source enterprise CMS based on the Django.
 - plone - A CMS built on top of the open source application server Zope.
 - wagtail - A Django content management system.
 - quokka - Flexible, extensible, small CMS powered by Flask and MongoDB.
 - wagtail - A Django content management system.
 
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Caching
- dogpile.cache - dogpile.cache is a next generation replacement for Beaker made by the same authors.
 - python-diskcache - SQLite and file backed cache backend with faster lookups than memcached and redis.
 - dogpile.cache - dogpile.cache is a next generation replacement for Beaker made by the same authors.
 - python-diskcache - SQLite and file backed cache backend with faster lookups than memcached and redis.
 - hermescache - Python caching library with tag-based invalidation and dogpile effect prevention.
 
 - 
            
Code Analysis
- awesome-static-analysis
 - pylint - A fully customizable source code analyzer.
 - awesome-python-typing
 - mypy - Check variable types during compile time.
 - awesome-static-analysis
 - prospector - A tool to analyse Python code.
 - black - The uncompromising Python code formatter.
 - isort - A Python utility / library to sort imports.
 - mypy - Check variable types during compile time.
 
 - 
            
Command-line Interface Development
- cement - CLI Application Framework for Python.
 - cliff - A framework for creating command-line programs with multi-level commands.
 - docopt - Pythonic command line arguments parser.
 - colorama - Cross-platform colored terminal text.
 - cement - CLI Application Framework for Python.
 - cliff - A framework for creating command-line programs with multi-level commands.
 - python-prompt-toolkit - A library for building powerful interactive command lines.
 - rich - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler.
 
 - 
            
Command-line Tools
- httpie - A command line HTTP client, a user-friendly cURL replacement.
 - copier - A library and command-line utility for rendering projects templates.
 - cookiecutter - A command-line utility that creates projects from cookiecutters (project templates).
 - tmuxp - A [tmux](https://github.com/tmux/tmux) session manager.
 - httpie - A command line HTTP client, a user-friendly cURL replacement.
 
 - 
            
Compatibility
- python-future - The missing compatibility layer between Python 2 and Python 3.
 - six - Python 2 and 3 compatibility utilities.
 - python-future - The missing compatibility layer between Python 2 and Python 3.
 
 - 
            
Computer Vision
- opencv - Open Source Computer Vision Library.
 
 - 
            
Concurrency and Parallelism
 - 
            
Configuration
- profig - Config from multiple formats with value conversion.
 - python-decouple - Strict separation of settings from code.
 
 - 
            
Cryptography
- cryptography - A package designed to expose cryptographic primitives and recipes to Python developers.
 - passlib - Secure password storage/hashing library, very high level.
 
 - 
            
Data Analysis
- Orange - Data mining, data visualization, analysis and machine learning through visual programming or scripts.
 - AWS Data Wrangler - Pandas on AWS.
 - Optimus - Agile Data Science Workflows made easy with PySpark.
 - Orange - Data mining, data visualization, analysis and machine learning through visual programming or scripts.
 - pandas - A library providing high-performance, easy-to-use data structures and data analysis tools.
 
 - 
            
Data Validation
- colander - Validating and deserializing data obtained via XML, JSON, an HTML form post.
 - jsonschema - An implementation of [JSON Schema](http://json-schema.org/) for Python.
 
 - 
            
Data Visualization
- awesome-javascript
 - bqplot - Interactive Plotting Library for the Jupyter Notebook.
 - Dash - Built on top of Flask, React and Plotly aimed at analytical web applications.
 - awesome-dash
 - Matplotlib - A Python 2D plotting library.
 - Pygal - A Python SVG Charts Creator.
 - PyGraphviz - Python interface to [Graphviz](http://www.graphviz.org/).
 - PyQtGraph - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
 - bqplot - Interactive Plotting Library for the Jupyter Notebook.
 - Dash - Built on top of Flask, React and Plotly aimed at analytical web applications.
 - awesome-dash
 - Matplotlib - A Python 2D plotting library.
 - Pygal - A Python SVG Charts Creator.
 - PyQtGraph - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
 
 - 
            
Configuration Files
- configparser - (Python standard library) INI file parser.
 
 - 
            
Database Drivers
- awesome-postgres
 - psycopg2 - The most popular PostgreSQL adapter for Python.
 - pymssql - A simple database interface to Microsoft SQL Server.
 - py2neo - A client library and toolkit for working with Neo4j.
 - redis-py - The Python client for Redis.
 - mysqlclient - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
 - happybase - A developer-friendly library for Apache HBase.
 - redis-py - The Python client for Redis.
 - sqlite3 - (Python standard library) SQlite interface compliant with DB-API 2.0.
 
 - 
            
Date and Time
 - 
            
Deep Learning
- awesome-deep-learning
 - mxnet - A deep learning framework designed for both efficiency and flexibility.
 - lightning - Deep learning framework to train, deploy, and ship AI products Lightning fast.
 
 - 
            
DevOps Tools
- cloudinit - A multi-distribution package that handles early initialization of a cloud instance.
 - BorgBackup - A deduplicating archiver with compression and encryption.
 - docker-compose - Fast, isolated development environments using [Docker](https://www.docker.com/).
 - pyinfra - A versatile CLI tools and python libraries to automate infrastructure.
 - openstack - Open source software for building private and public clouds.
 
 - 
            
Distribution
- Nuitka - Compile scripts, modules, packages to an executable or extension module.
 - py2app - Freezes Python scripts (Mac OS X).
 - py2exe - Freezes Python scripts (Windows).
 - pynsist - A tool to build Windows installers, installers bundle Python itself.
 - Nuitka - Compile scripts, modules, packages to an executable or extension module.
 - py2app - Freezes Python scripts (Mac OS X).
 - pynsist - A tool to build Windows installers, installers bundle Python itself.
 
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Downloader
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E-commerce
- django-oscar - An open-source e-commerce framework for Django.
 - saleor - Headless open-source e-commerce platform.
 - shoop - An open source E-Commerce platform based on Django.
 - django-oscar - An open-source e-commerce framework for Django.
 
 - 
            
Editor Plugins and IDEs
- YouCompleteMe - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
 - Python - The official VSCode extension with rich support for Python.
 - PyCharm - Commercial Python IDE by JetBrains. Has free community edition available.
 - YouCompleteMe - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
 
 - 
            
Enterprise Application Integrations
 - 
            
Foreign Function Interface
- cffi - Foreign Function Interface for Python calling C code.
 - ctypes - (Python standard library) Foreign Function Interface for Python calling C code.
 - PyCUDA - A Python wrapper for Nvidia's CUDA API.
 - SWIG - Simplified Wrapper and Interface Generator.
 - SWIG - Simplified Wrapper and Interface Generator.
 
 - 
            
Geolocation
 - 
            
GUI Development
- curses - Built-in wrapper for [ncurses](http://www.gnu.org/software/ncurses/) used to create terminal GUI applications.
 - kivy - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
 - PyGObject - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
 - PyQt - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework.
 - Tkinter - Tkinter is Python's de-facto standard GUI package.
 - urwid - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
 - wxPython - A blending of the wxWidgets C++ class library with the Python.
 - Eel - A library for making simple Electron-like offline HTML/JS GUI apps.
 - Flexx - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
 - PyQt - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework.
 - Toga - A Python native, OS native GUI toolkit.
 - DearPyGui - A Simple GPU accelerated Python GUI framework
 - PyQt - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework.
 - PyGObject - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
 - PyGObject - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
 
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GraphQL
- tartiflette - SDL-first GraphQL engine implementation for Python 3.6+ and asyncio.
 - tartiflette - SDL-first GraphQL engine implementation for Python 3.6+ and asyncio.
 
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Game Development
- Arcade - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
 - Cocos2d - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications.
 - Harfang3D - Python framework for 3D, VR and game development.
 - Panda3D - 3D game engine developed by Disney.
 - Pygame - Pygame is a set of Python modules designed for writing games.
 - PyOgre - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
 - PyOpenGL - Python ctypes bindings for OpenGL and it's related APIs.
 - PySDL2 - A ctypes based wrapper for the SDL2 library.
 - RenPy - A Visual Novel engine.
 - Harfang3D - Python framework for 3D, VR and game development.
 - PyOgre - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
 - PyOpenGL - Python ctypes bindings for OpenGL and it's related APIs.
 - PySDL2 - A ctypes based wrapper for the SDL2 library.
 - Cocos2d - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications.
 
 - 
            
Hardware
 - 
            
Image Processing
- imgSeek - A project for searching a collection of images using visual similarity.
 - scikit-image - A Python library for (scientific) image processing.
 - PyMatting - A library for alpha matting.
 - scikit-image - A Python library for (scientific) image processing.
 - wand - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
 
 - 
            
Implementations
- Cython - Optimizing Static Compiler for Python.
 - Jython - Implementation of Python programming language written in Java for the JVM.
 - Numba - Python JIT compiler to LLVM aimed at scientific Python.
 - Cython - Optimizing Static Compiler for Python.
 - pypy - A very fast and compliant implementation of the Python language.
 
 - 
            
Interactive Interpreter
- Jupyter Notebook (IPython) - A rich toolkit to help you make the most out of using Python interactively.
 - awesome-jupyter
 - Jupyter Notebook (IPython) - A rich toolkit to help you make the most out of using Python interactively.
 - ptpython - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
 
 - 
            
Internationalization
 - 
            
Job Scheduler
- Airflow - Airflow is a platform to programmatically author, schedule and monitor workflows.
 - APScheduler - A light but powerful in-process task scheduler that lets you schedule functions.
 - doit - A task runner and build tool.
 - Joblib - A set of tools to provide lightweight pipelining in Python.
 - TaskFlow - A Python library that helps to make task execution easy, consistent and reliable.
 - APScheduler - A light but powerful in-process task scheduler that lets you schedule functions.
 - doit - A task runner and build tool.
 - Joblib - A set of tools to provide lightweight pipelining in Python.
 - Spiff - A powerful workflow engine implemented in pure Python.
 - TaskFlow - A Python library that helps to make task execution easy, consistent and reliable.
 
 - 
            
Logging
 - 
            
Machine Learning
- awesome-machine-learning
 - scikit-learn - The most popular Python library for Machine Learning.
 - Spark ML - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library.
 - NuPIC - Numenta Platform for Intelligent Computing.
 - scikit-learn - The most popular Python library for Machine Learning.
 - Spark ML - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library.
 
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Microsoft Windows
- Python(x,y) - Scientific-applications-oriented Python Distribution based on Qt and Spyder.
 - WinPython - Portable development environment for Windows 7/8.
 - pythonlibs - Unofficial Windows binaries for Python extension packages.
 
 - 
            
Miscellaneous
 - 
            
Natural Language Processing
- nltk - A leading platform for building Python programs to work with human language data.
 - spacy - A library for industrial-strength natural language processing in Python and Cython.
 - gensim - Topic Modeling for Humans.
 - nltk - A leading platform for building Python programs to work with human language data.
 
 - 
            
ORM
- Django Models - The Django ORM.
 - SQLAlchemy - The Python SQL Toolkit and Object Relational Mapper.
 - awesome-sqlalchemy
 
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Package Management
 - 
            
Processes
- sarge - Yet another wrapper for subprocess.
 
 - 
            
Refactoring
- Bicycle Repair Man - Bicycle Repair Man, a refactoring tool for Python.
 - Bowler - Safe code refactoring for modern Python.
 - Bicycle Repair Man - Bicycle Repair Man, a refactoring tool for Python.
 
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RESTful API
- django-rest-framework - A powerful and flexible toolkit to build web APIs.
 - django-tastypie - Creating delicious APIs for Django apps.
 - vibora - Fast, efficient and asynchronous Web framework inspired by Flask.
 - django-rest-framework - A powerful and flexible toolkit to build web APIs.
 - sanic - A Python 3.6+ web server and web framework that's written to go fast.
 
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Robotics
- rospy - This is a library for ROS (Robot Operating System).
 
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Science
- astropy - A community Python library for Astronomy.
 - Biopython - Biopython is a set of freely available tools for biological computation.
 - cclib - A library for parsing and interpreting the results of computational chemistry packages.
 - Colour - Implementing a comprehensive number of colour theory transformations and algorithms.
 - NetworkX - A high-productivity software for complex networks.
 - NIPY - A collection of neuroimaging toolkits.
 - NumPy - A fundamental package for scientific computing with Python.
 - PyDy - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
 - PyMC - Markov Chain Monte Carlo sampling toolkit.
 - QuTiP - Quantum Toolbox in Python.
 - RDKit - Cheminformatics and Machine Learning Software.
 - SciPy - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
 - astropy - A community Python library for Astronomy.
 - bcbio-nextgen - Providing best-practice pipelines for fully automated high throughput sequencing analysis.
 - Biopython - Biopython is a set of freely available tools for biological computation.
 - cclib - A library for parsing and interpreting the results of computational chemistry packages.
 - Colour - Implementing a comprehensive number of colour theory transformations and algorithms.
 - NetworkX - A high-productivity software for complex networks.
 - NIPY - A collection of neuroimaging toolkits.
 - NumPy - A fundamental package for scientific computing with Python.
 - PyMC - Markov Chain Monte Carlo sampling toolkit.
 - QuTiP - Quantum Toolbox in Python.
 - SciPy - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
 - NumPy - A fundamental package for scientific computing with Python.
 - Open Babel - A chemical toolbox designed to speak the many languages of chemical data.
 
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Search
- elasticsearch-py - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).
 - whoosh - A fast, pure Python search engine library.
 - whoosh - A fast, pure Python search engine library.
 
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Serialization
 - 
            
Specific Formats Processing
- openpyxl - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
 - ReportLab - Allowing Rapid creation of rich PDF documents.
 - PyYAML - YAML implementations for Python.
 - xlwings - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
 - PyPDF2 - A library capable of splitting, merging and transforming PDF pages.
 - ReportLab - Allowing Rapid creation of rich PDF documents.
 - Python-Markdown - A Python implementation of John Gruber’s Markdown.
 - PyYAML - YAML implementations for Python.
 
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Task Queues
 - 
            
Template Engine
 - 
            
Testing
- pytest - A mature full-featured Python testing tool.
 - unittest - (Python standard library) Unit testing framework.
 - mamba - The definitive testing tool for Python. Born under the banner of BDD.
 - tox - Auto builds and tests distributions in multiple Python versions
 - Schemathesis - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
 - mock - (Python standard library) A mocking and patching library.
 - mamba - The definitive testing tool for Python. Born under the banner of BDD.
 - tox - Auto builds and tests distributions in multiple Python versions
 - Schemathesis - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
 - sixpack - A language-agnostic A/B Testing framework.
 - model_mommy - Creating random fixtures for testing in Django.
 
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Text Processing
- difflib - (Python standard library) Helpers for computing deltas.
 - unidecode - ASCII transliterations of Unicode text.
 - pygments - A generic syntax highlighter.
 - ftfy - Makes Unicode text less broken and more consistent automagically.
 - textdistance - Compute distance between sequences with 30+ algorithms.
 - awesome-slugify - A Python slugify library that can preserve unicode.
 - pygments - A generic syntax highlighter.
 
 - 
            
Third-party APIs
- apache-libcloud - One Python library for all clouds.
 - django-wordpress - WordPress models and views for Django.
 - google-api-python-client - Google APIs Client Library for Python.
 
 - 
            
Web Asset Management
- fanstatic - Packages, optimizes, and serves static file dependencies as Python packages.
 - fileconveyor - A daemon to detect and sync files to CDNs, S3 and FTP.
 
 - 
            
Web Crawling
- feedparser - Universal feed parser.
 - cola - A distributed crawling framework.
 
 - 
            
WSGI Servers
- uwsgi - A project aims at developing a full stack for building hosting services, written in C.
 
 - 
            
Web Frameworks
- Django - The most popular web framework in Python.
 - awesome-pyramid
 - Tornado - A web framework and asynchronous networking library.
 - Flask - A microframework for Python.
 - Tornado - A web framework and asynchronous networking library.
 - pyramid - A small, fast, down-to-earth, open source Python web framework.
 
 - 
            
Books
 - 
            
Websites
 - 
            
Newsletters
 - 
            
Podcasts
 - 
            
Audio
- TimeSide - Open web audio processing framework.
 - audioread - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
 - audioFlux - A library for audio and music analysis, feature extraction.
 - dejavu - Audio fingerprinting and recognition.
 - kapre - Keras Audio Preprocessors.
 - librosa - Python library for audio and music analysis.
 - matchering - A library for automated reference audio mastering.
 
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Authentication
- django-oauth-toolkit - OAuth 2 goodies for Django.
 - oauthlib - A generic and thorough implementation of the OAuth request-signing logic.
 
 - 
            
Debugging Tools
- pdb++ - Another drop-in replacement for pdb.
 - pyflame - A ptracing profiler For Python.
 - flask-debugtoolbar - A port of the django-debug-toolbar to flask.
 
 - 
            
File
- path.py - A module wrapper for [os.path](https://docs.python.org/3/library/os.path.html).
 
 - 
            
Forms
- django-bootstrap3 - Bootstrap 3 integration with Django.
 
 - 
            
Functional Programming
- more-itertools - More routines for operating on iterables, beyond `itertools`.
 
 - 
            
HTTP Clients
- urllib3 - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
 
 - 
            
Package Repositories
 - 
            
Recommender Systems
- libffm - A library for Field-aware Factorization Machine (FFM).
 
 - 
            
RPC Servers
- RPyC - A transparent and symmetric RPC library for Python
 
 - 
            
Web Content Extracting
- toapi - Every web site provides APIs.
 
 - 
            
WebSocket
- websockets - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
 
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File Manipulation
 
            Categories
          
          
              
                Science
                25
              
              
                GUI Development
                15
              
              
                Data Visualization
                14
              
              
                Game Development
                14
              
              
                Podcasts
                11
              
              
                Testing
                11
              
              
                Job Scheduler
                10
              
              
                Code Analysis
                9
              
              
                Database Drivers
                9
              
              
                Asynchronous Programming
                9
              
              
                Admin Panels
                9
              
              
                Websites
                8
              
              
                Command-line Interface Development
                8
              
              
                Algorithms and Design Patterns
                8
              
              
                Specific Formats Processing
                8
              
              
                Audio
                7
              
              
                HTML Manipulation
                7
              
              
                Distribution
                7
              
              
                Newsletters
                7
              
              
                Text Processing
                7
              
              
                Web Frameworks
                6
              
              
                Machine Learning
                6
              
              
                Build Tools
                6
              
              
                RESTful API
                5
              
              
                Implementations
                5
              
              
                Foreign Function Interface
                5
              
              
                Command-line Tools
                5
              
              
                DevOps Tools
                5
              
              
                Data Analysis
                5
              
              
                CMS
                5
              
              
                Image Processing
                5
              
              
                Caching
                5
              
              
                ASGI Servers
                4
              
              
                E-commerce
                4
              
              
                Logging
                4
              
              
                Interactive Interpreter
                4
              
              
                Natural Language Processing
                4
              
              
                Editor Plugins and IDEs
                4
              
              
                Compatibility
                3
              
              
                ORM
                3
              
              
                Refactoring
                3
              
              
                Search
                3
              
              
                Template Engine
                3
              
              
                Hardware
                3
              
              
                Debugging Tools
                3
              
              
                Deep Learning
                3
              
              
                Third-party APIs
                3
              
              
                Microsoft Windows
                3
              
              
                Package Management
                3
              
              
                Package Repositories
                2
              
              
                Internationalization
                2
              
              
                Data Validation
                2
              
              
                Configuration
                2
              
              
                Cryptography
                2
              
              
                Web Asset Management
                2
              
              
                Enterprise Application Integrations
                2
              
              
                Concurrency and Parallelism
                2
              
              
                File Manipulation
                2
              
              
                GraphQL
                2
              
              
                Downloader
                2
              
              
                Miscellaneous
                2
              
              
                Task Queues
                2
              
              
                Authentication
                2
              
              
                Date and Time
                2
              
              
                Books
                2
              
              
                Serialization
                2
              
              
                Web Crawling
                2
              
              
                Geolocation
                2
              
              
                Recommender Systems
                1
              
              
                RPC Servers
                1
              
              
                File
                1
              
              
                Built-in Classes Enhancement
                1
              
              
                Computer Vision
                1
              
              
                Forms
                1
              
              
                Functional Programming
                1
              
              
                Robotics
                1
              
              
                HTTP Clients
                1
              
              
                Processes
                1
              
              
                WSGI Servers
                1
              
              
                Configuration Files
                1
              
              
                Web Content Extracting
                1
              
              
                WebSocket
                1
              
          
        
            Sub Categories
          
          
            Keywords
          
          
              
                python
                26
              
              
                awesome
                5
              
              
                awesome-list
                5
              
              
                asyncio
                5
              
              
                audio
                5
              
              
                machine-learning
                3
              
              
                data-science
                3
              
              
                deep-learning
                3
              
              
                music
                3
              
              
                async
                3
              
              
                administration
                3
              
              
                greenlet
                2
              
              
                list
                2
              
              
                coroutines
                2
              
              
                http-server
                2
              
              
                http
                2
              
              
                async-await
                2
              
              
                asgi
                2
              
              
                data-visualization
                2
              
              
                spectrogram
                2
              
              
                networking
                2
              
              
                async-python
                2
              
              
                network
                2
              
              
                design-patterns
                2
              
              
                algorithms
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                algorithm
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                scipy
                2
              
              
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