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139 lines
13 KiB
Markdown
# Awesome Python Books [](https://github.com/sindresorhus/awesome)
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> Directory of Python books
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## Table of Contents
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- [Grammar](#grammar)
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- [Data Structures and Algorithms](#data-structures-and-algorithms)
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- [Game Development](#game-development)
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- [Hardware](#hardware)
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- [Machine Learning](#machine-learning)
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- [Deep Learning](#deep-learning)
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- [Natural Language Processing](#natural-language-processing)
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- [Network](#network)
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- [Science and Data Analysis](#science-and-data-analysis)
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- [Security](#security)
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- [SQL and ORMs](#sql-and-orms)
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- [System Administration](#system-administration)
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- [Testing](#testing)
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- [Web Development](#web-development)
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- [Web Scraping](#web-scraping)
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## Grammar
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### Zero Basis
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- *A Byte of Python* by Swaroop C H [English Edition](http://www.amazon.com/Byte-Python-Swaroop-C-H/dp/1514828146)
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- *Hello World!: Computer Programming for Kids and Other Beginners* by Warren Sande & Carter Sande [English 2nd Edition](http://www.amazon.com/Hello-World-Computer-Programming-Beginners/dp/1617290920)
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- *Python for Kids: A Playful Introduction to Programming* by Jason R. Briggs [English Edition](http://www.amazon.com/Python-Kids-Playful-Introduction-Programming/dp/1593274076)
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- *Learn Python the Hard Way* by Zed A. Shaw [English 3rd Edition](http://www.amazon.com/Learn-Python-Hard-Way-Introduction/dp/0321884914)
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- *Python Programming for the Absolute Beginner* by Michael Dawson [English 2nd Edition](http://www.amazon.com/Python-Programming-Absolute-Beginner-Edition/dp/1598631128)
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- *Introduction to Computation and Programming Using Python* by John V. Guttag [English Edition](http://www.amazon.com/Introduction-Computation-Programming-Using-Python/dp/0262525003)
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### Primary
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- *The Quick Python Book* by Naomi Ceder [English 3rd Edition](https://www.amazon.com/Quick-Python-Book-Naomi-Ceder/dp/1617294039)
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- *Beginning Python: from Novice to Professional* by Magnus Lie Hetland [English 2nd Edition](http://www.amazon.com/Beginning-Python-Professional-Experts-Professionals/dp/1590599829)
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- *Think Python: How to Think Like a Computer Scientist* by Allen B. Downey [English 2nd Edition](http://www.amazon.com/Think-Python-Like-Computer-Scientist/dp/1491939362)
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- *Learning Python* by Mark Lutz [English 5th Edition](http://www.amazon.com/Learning-Python-Edition-Mark-Lutz/dp/1449355730)
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- *Programming Python* by Mark Lutz [English 4th Edition](http://www.amazon.com/gp/product/0596158106)
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- *Core Python Programming* by Wesley Chun [English 2nd Edition](http://www.amazon.com/Core-Python-Programming-Wesley-Chun/dp/0132269937)
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- *Python Crash Course* by Eric Matthes [English Edition](https://www.amazon.com/Python-Crash-Course-Hands-Project-Based/dp/1593276036/)
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- *Python Programming: An Introduction to Computer Science* by John Zelle [English 3rd Edition](http://a.co/d/gym77UH)
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- *Tiny Python Projects* by Ken Youens-Clark [English 1st Edition](https://www.manning.com/books/tiny-python-projects), see also [GitHub repo](https://github.com/kyclark/tiny_python_projects)
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### Intermediate
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- *Python 3 Object-Oriented Programming* by Dusty Phillips [English 2nd Edition](https://www.amazon.com/Python-3-Object-Oriented-Programming-Second/dp/1784398780)
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- *The Hacker's Guide to Python* by Julien Danjou [English Edition](http://www.amazon.com/Hackers-Guide-Python-Julien-Danjou/dp/1304819248)
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- *Python in Practice: Create Better Programs Using Concurrency, Libraries, and Patterns* by Mark Summerfield [English Edition](http://www.amazon.com/Python-Practice-Concurrency-Libraries-Developers/dp/0321905636)
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- *Expert Python Programming: Best practices for designing, coding, and distributing your Python software* by Tarek Ziadé [English Edition](http://www.amazon.com/Expert-Python-Programming-practices-distributing/dp/184719494X)
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- *Core Python Applications Programming* by Wesley Chun [English 3rd Edition](http://www.amazon.com/Core-Python-Applications-Programming-3rd/dp/0132678209)
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- *Intermediate Python* [Online](http://book.pythontips.com/en/latest/)
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- *Effective Python: 59 Specific Ways to Write Better Python* [English Edition](https://www.amazon.com/Effective-Python-Specific-Software-Development/dp/0134034287)
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- *Fluent Python* by Luciano Ramalho [English Edition](http://www.amazon.com/Fluent-Python-Luciano-Ramalho/dp/1491946008)
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- *Learning Python Design Patterns* by Chetan Giridhar [English 2nd Edition](http://www.amazon.com/Learning-Python-Design-Patterns-Second/dp/178588803X)
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- *Mastering Python Design Patterns* by Sakis Kasampalis [English Edition](https://www.amazon.com/Mastering-Python-Design-Patterns-Kasampalis/dp/1783989327)
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- *The Well-Grounded Python Developer* by Doug Farrell [English Edition](https://www.manning.com/books/the-well-grounded-python-developer?a_aid=the_well_grounded_python_developer&a_bid=e505681b)
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### Advanced
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- *Mastering Python High Performance* by Fernando Doglio [English Edition](https://www.amazon.com/Mastering-Python-Performance-Fernando-Doglio/dp/1783989300)
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- *High Performance Python: Practical Performant Programming for Humans* by Micha Gorelick [English Edition](http://www.amazon.com/High-Performance-Python-Performant-Programming/dp/1449361595)
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- *Cython - A Guide for Python Programmers* by Kurt W. Smith [English Edition](http://www.amazon.com/Cython-Kurt-W-Smith/dp/1491901551)
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- *CPython Internals: Your Guide to the Python 3 Interpreter* by Anthony Shaw [English Edition](https://www.amazon.com/CPython-Internals-Guide-Python-Interpreter/dp/1775093344)
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### References
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- *The Python Standard Library by Example* by Doug Hellmann [English Edition](http://www.amazon.com/Python-Standard-Library-Example-Developers/dp/0321767349)
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- *Python Cookbook* by David Beazley & Brian K. Jones [English 3rd Edition](http://www.amazon.com/Python-Cookbook-Third-David-Beazley/dp/1449340377)
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- *Python Essential Reference* by David M. Beazley [English 4th Edition](http://www.amazon.com/Python-Essential-Reference-4th-Edition/dp/0672329786)
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- *Python in a Nutshell* by Alex Martelli [English 2nd Edition](http://www.amazon.com/Python-Nutshell-Second-Edition-In/dp/0596100469)
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## Data Structures and Algorithms
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- *Classic Computer Science Problems in Python* by David Kopec [English Edition](https://www.manning.com/books/classic-computer-science-problems-in-python)
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- *Data Structures and Algorithms in Python* by Michael T. Goodrich & Roberto Tamassia & Michael H. Goldwasser [English Edition](https://www.amazon.com/Structures-Algorithms-Goodrich-Goldwasser-Hardcover/dp/B011DC80VY/)
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- *Problem Solving with Algorithms and Data Structures Using Python* by Bradley N. Miller & David L. Ranum [English 2nd Edition](https://www.amazon.com/Problem-Solving-Algorithms-Structures-Python/dp/1590282574)
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- *Python Algorithms: Mastering Basic Algorithms in the Python Language* by Magnus Lie Hetland [English 2nd Edition](http://www.amazon.com/Python-Algorithms-Mastering-Basic-Language/dp/148420056X)
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## Complexity Science
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- *Think Complexity: Complexity Science and Computational Modeling* by Allen B. Downey [English Edition](https://www.amazon.com/Think-Complexity-Science-Computational-Modeling/dp/1449314635)
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## Game Development
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- *Making Games with Python & Pygame* by Al Sweigart [English Edition](http://www.amazon.com/Making-Games-Python-Pygame-Sweigart/dp/1469901730)
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## Hardware
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- *Real World Instrumentation with Python: Automated Data Acquisition and Control Systems* by John M. Hughes [English Edition](http://www.amazon.com/Real-World-Instrumentation-Python-Acquisition/dp/0596809565)
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## Machine Learning
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- *Building Machine Learning Systems with Python* by Luis Pedro Coelho & Willi Richert [English 2nd Edition](http://www.amazon.com/Building-Machine-Learning-Systems-Python/dp/1784392774)
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- *Machine Learning in Action* by Peter Harrington [English Edition](http://www.amazon.com/Machine-Learning-Action-Peter-Harrington/dp/1617290181)
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- *Programming Collective Intelligence: Building Smart Web 2.0 Applications* by Toby Segaran [English Edition](http://www.amazon.com/Programming-Collective-Intelligence-Building-Applications/dp/0596529325)
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- *Python Machine Learning* by Sebastian Raschka [English Edition](http://www.amazon.com/Python-Machine-Learning-Sebastian-Raschka/dp/1783555130/ref=tmm_pap_title_0?_encoding=UTF8&qid=&sr=)
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- *Machine Learning: An Algorithmic Perspective* by Stephen Marsland [English 2nd Edition](https://www.amazon.com/Machine-Learning-Algorithmic-Perspective-Recognition/dp/1466583282/)
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## Deep Learning
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- *Practical Deep Learning Book for Cloud, Mobile & Edge: Real-World AI and Computer Vision Projects Using Python, Keras and TensorFlow* by Anirudh Koul, Siddha Ganju, & Meher Kasam [[English 1st Edition](https://www.amazon.com/gp/product/149203486X?) | [Online](https://www.oreilly.com/library/view/practical-deep-learning/9781492034858/) | [GitHub](https://github.com/PracticalDL/Practical-Deep-Learning-Book)]
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- *Deep Learning for Coders with Fastai and PyTorch: AI Applications Without a PhD* by Jeremy Howard & Sylvain Gugger [English 1st Edition](https://www.amazon.com/Deep-Learning-Coders-fastai-PyTorch/dp/1492045527)
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- *Deep Learning* by Ian Goodfellow, Yoshua Bengio, Aaron Courville & Francis Bach [English 1st Edition](https://www.amazon.com/dp/0262035618)
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## Natural Language Processing
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- *Mastering Python Regular Expressions* by Felix Lopez & Victor Romero [English Edition](http://www.amazon.com/Mastering-Python-Regular-Expressions-Felix/dp/1783283157/)
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- *Natural Language Processing with Python* by Steven Bird & Ewan Klein & Edward Loper [English Edition](http://www.amazon.com/Natural-Language-Processing-Python-Steven/dp/0596516495)
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## Network
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- *Foundations of Python Network Programming* by Brandon Rhodes, John Goerzen [English 3rd Edition](https://www.amazon.com/Foundations-Python-Network-Programming-Brandon/dp/1430258543)
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## Science and Data Analysis
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- *Data Science From Scratch: First Principles with Python* by Joel Grus [English Edition](http://www.amazon.com/Data-Science-Scratch-Principles-Python/dp/149190142X)
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- *Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython* by Wes McKinney [English Edition](http://www.amazon.com/Python-Data-Analysis-Wrangling-IPython/dp/1449319793)
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- *SciPy and NumPy: An Overview for Developers* by Eli Bressert [English Edition](http://www.amazon.com/SciPy-NumPy-Developers-Eli-Bressert/dp/1449305466)
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- *NumPy Beginner's Guide* by Ivan Idris [English 3rd Edition](http://www.amazon.com/Numpy-Beginners-Guide-Ivan-Idris/dp/1785281968) / [English 2nd Edition](http://www.amazon.com/NumPy-Beginners-Guide-Second-Edition/dp/1782166084)
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- *Python for Finance: Analyze Big Financial Data* by Yves Hilpisch [English Edition](http://www.amazon.com/Python-Finance-Analyze-Financial-Data/dp/1491945281)
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- *A Programmer's Guide to Data Mining* by Ron Zacharski [Online](http://guidetodatamining.com/)
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- *Pandas in Action* by Boris Paskhaver [English Edition](https://www.manning.com/books/pandas-in-action)
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## Security
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- *Black Hat Python: Python Programming for Hackers and Pentesters* by Justin Seitz [English Edition](http://www.amazon.com/Black-Hat-Python-Programming-Pentesters/dp/1593275900)
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- *Gray Hat Python: Python Programming for Hackers and Reverse Engineers* by Justin Seitz [English Edition](http://www.amazon.com/Gray-Hat-Python-Programming-Engineers/dp/1593271921)
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- *Violent Python: A Cookbook for Hackers, Forensic Analysts, Penetration Testers and Security Engineers* by TJ O'Connor [English Edition](http://www.amazon.com/Violent-Python-Cookbook-Penetration-Engineers/dp/1597499579)
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## SQL and ORMs
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- *Essential SQLAlchemy* by Jason Myers [English Edition](http://www.amazon.com/Essential-SQLAlchemy-Jason-Myers/dp/149191646X/)
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## System Administration
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- *Python for Unix and Linux System Administration* by Noah Gift & Jeremy Jones [English Edition](http://www.amazon.com/Python-Unix-Linux-System-Administration/dp/0596515820)
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## Testing
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- *Testing Python: Applying Unit Testing, TDD, BDD and Acceptance Testing* by David Sale [English Edition](http://www.amazon.com/Testing-Python-Applying-Unit-Acceptance/dp/1118901223/)
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## Web Development
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- *Flask Web Development: Developing Web Applications with Python* by Miguel Grinberg [English Edition](http://www.amazon.com/Flask-Web-Development-Developing-Applications/dp/1449372627)
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- *Mastering Flask* by Jack Stouffer [English Edition](https://www.amazon.com/Mastering-Flask-Jack-Stouffer/dp/1784393657)
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- *Introduction to Tornado* by Michael Dory & Allison Parrish & Brendan Berg [English Edition](http://www.amazon.com/Introduction-Tornado-Michael-Dory/dp/1449309070)
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- *The Definitive Guide to Django* by Adrian Holovaty & Jacob Kaplan-Moss [English 2nd Edition](https://www.amazon.com/dp/143021936X/)
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- *Test-Driven Development with Django* by Kevin Harvey [English Edition](http://www.amazon.com/Test-Driven-Development-Django-Kevin-Harvey-ebook/dp/B00YSILNJW/)
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- *Test-Driven Development with Python* by Harry J. W. Percival [English Edition](http://www.amazon.com/Test-Driven-Development-Python-Harry-Percival/dp/1449364829)
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## Web Scraping
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- *Web Scraping with Python: A Comprehensive Guide to Data Collection Solutions* by Ryan Mitchell [English Edition](http://www.amazon.com/Web-Scraping-Python-Collecting-Modern/dp/1491910291)
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## Other Awesome Lists
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- [awesome-python](https://github.com/vinta/awesome-python)
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- [awesome-flask](https://github.com/humiaozuzu/awesome-flask)
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