Python Links
============

.. contents::
   :local:

Books
-----

* `Automate the Boring Stuff with Python (Al Sweigart)
  <https://automatetheboringstuff.com/>`__
* `Fluent Python (Luciano Ramalho)
  <https://www.oreilly.com/library/view/fluent-python-2nd/9781492056348/>`__

Visual Studio Code
------------------

* `Visual Studio Code (Windows) - Setting up a Python Development
  Environment and Complete Overview
  <https://www.youtube.com/watch?v=-nh9rCzPJ20>`__, by `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

  .. raw:: html
  
     <iframe width="560" 
             height="315" 
	     src="https://www.youtube.com/embed/-nh9rCzPJ20" 
	     title="YouTube video player" 
	     frameborder="0" 
	     allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" 
	     allowfullscreen>
     </iframe>

* `Visual Studio Code (Mac) - Setting up a Python Development
  Environment and Complete Overview
  <https://www.youtube.com/watch?v=06I63_p-2A4>`__, by `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

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     <iframe width="560" height="315" 
	     src="https://www.youtube.com/embed/06I63_p-2A4" 
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	     frameborder="0" 
	     allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" 
	     allowfullscreen>
     </iframe>

Python Beginner Tutorials
-------------------------

* `5 Common Python Mistakes and How to Fix Them
  <https://www.youtube.com/watch?v=zdJEYhA2AZQ>`__, by `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

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     <iframe width="560" height="315" 
             src="https://www.youtube.com/embed/zdJEYhA2AZQ" 
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	     frameborder="0" 
	     allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" 
	     allowfullscreen>
     </iframe>

* `Python Quick Tip: F-Strings - How to Use Them and Advanced String
  Formatting <https://www.youtube.com/watch?v=nghuHvKLhJA>`__, by
  `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

  .. raw:: html
	   
     <iframe width="560" height="315" 
             src="https://www.youtube.com/embed/nghuHvKLhJA" 
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	     allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" 
	     allowfullscreen>
     </iframe>

* `Python Tutorial for Beginners 4: Lists, Tuples, and Sets
  <https://www.youtube.com/watch?v=W8KRzm-HUcc>`__, by `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

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     </iframe>

* `Python Tutorial for Beginners 5: Dictionaries - Working with
  Key-Value Pairs <https://www.youtube.com/watch?v=daefaLgNkw0>`__, by
  `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

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     </iframe>

* `Python Tutorial for Beginners 7: Loops and Iterations - For/While
  Loops <https://www.youtube.com/watch?v=6iF8Xb7Z3wQ>`__, by `Corey
  Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

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             src="https://www.youtube.com/embed/6iF8Xb7Z3wQ" 
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     </iframe>

* `Python Tutorial for Beginners 8: Functions
  <https://www.youtube.com/watch?v=9Os0o3wzS_I>`__, by `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

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             src="https://www.youtube.com/embed/9Os0o3wzS_I" 
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* `10 Python Tips and Tricks For Writing Better Code
  <https://www.youtube.com/watch?v=C-gEQdGVXbk>`__, by `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

  .. raw:: html
	   
     <iframe width="560" height="315" 
             src="https://www.youtube.com/embed/C-gEQdGVXbk" 
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	     allowfullscreen>
     </iframe>

* `Python Tutorial: Using Try/Except Blocks for Error Handling
  <https://www.youtube.com/watch?v=NIWwJbo-9_8>`__, by `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

  .. raw:: html

     <iframe width="560" height="315" 
             src="https://www.youtube.com/embed/NIWwJbo-9_8" 
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	     frameborder="0" 
	     allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" 
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     </iframe>

* `Python 3.7: Encode String Method <https://www.youtube.com/watch?v=IoU4AbPpMys>`__

  .. raw:: html

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Modules from Standard Library
-----------------------------

* `Python Tutorial: OS Module - Use Underlying Operating System
  Functionality <https://www.youtube.com/watch?v=tJxcKyFMTGo>`__, by
  `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

  .. raw:: html

     <iframe width="560" height="315" 
	     src="https://www.youtube.com/embed/tJxcKyFMTGo" 
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	     allowfullscreen>
     </iframe>

* `Python Tutorial: Calling External Commands Using the Subprocess
  Module <https://www.youtube.com/watch?v=2Fp1N6dof0Y>`__, by `Corey
  Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

  .. raw:: html

     <iframe width="560" height="315" 
             src="https://www.youtube.com/embed/2Fp1N6dof0Y" 
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	     allowfullscreen>
     </iframe>

* `Python Tutorial: re Module - How to Write and Match Regular
  Expressions (Regex)
  <https://www.youtube.com/watch?v=K8L6KVGG-7o>`__, by `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

  .. raw:: html

     <iframe width="560" height="315" 
             src="https://www.youtube.com/embed/K8L6KVGG-7o" 
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	     frameborder="0" 
	     allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" 
	     allowfullscreen>
     </iframe>

* `Python Tutorial: CSV Module - How to Read, Parse, and Write CSV
  Files <https://www.youtube.com/watch?v=q5uM4VKywbA>`__, by `Corey
  Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

  .. raw:: html
	   
     <iframe width="560" height="315" 
             src="https://www.youtube.com/embed/q5uM4VKywbA" 
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	     allowfullscreen>
     </iframe>

Advanced Python
---------------

* `Transforming Code into Beautiful, Idiomatic Python
  <https://www.youtube.com/watch?v=OSGv2VnC0go>`__, by **Raymond
  Hettinger**

  .. raw:: html

     <iframe width="560" height="315" 
             src="https://www.youtube.com/embed/OSGv2VnC0go" 
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	     allowfullscreen>
     </iframe>

* `Python Tutorial: Duck Typing and Asking Forgiveness, Not Permission
  (EAFP) <https://www.youtube.com/watch?v=x3v9zMX1s4s>`__, by `Corey
  Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

  .. raw:: html

     <iframe width="560" height="315" 
	     src="https://www.youtube.com/embed/x3v9zMX1s4s" 
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	     frameborder="0" 
	     allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" 
	     allowfullscreen>
     </iframe>

* `Python Tutorial: Unit Testing Your Code with the unittest Module
  <https://www.youtube.com/watch?v=6tNS--WetLI>`__, by `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

  .. raw:: html

     <iframe width="560" height="315" 
	     src="https://www.youtube.com/embed/6tNS--WetLI" 
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	     allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" 
	     allowfullscreen>
     </iframe>

* `Python Tutorial: Decorators - Dynamically Alter The Functionality
  Of Your Functions <https://www.youtube.com/watch?v=FsAPt_9Bf3U>`__,
  by `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

  .. raw:: html

     <iframe width="560" height="315" 
	     src="https://www.youtube.com/embed/FsAPt_9Bf3U" 
	     title="YouTube video player" 
	     frameborder="0" 
	     allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" 
	     allowfullscreen>
     </iframe>

* `Python Tutorial: VENV (Windows) - How to Use Virtual Environments
  with the Built-In venv Module
  <https://www.youtube.com/watch?v=APOPm01BVrk>`__: `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__
  again. :doc:`Virtual environments
  </trainings/material/soup/python/swdev/venv/topic>` are kind of an
  isolated development sandbox, solving a similar problem as
  containers do, but much more lightweight and Python only.

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NumPy and Data Science Tutorials
--------------------------------

* `Complete Python NumPy Tutorial (Creating Arrays, Indexing, Math,
  Statistics, Reshaping)
  <https://www.youtube.com/watch?v=GB9ByFAIAH4>`__, by `Keith Galli
  <https://www.youtube.com/channel/UCq6XkhO5SZ66N04IcPbqNcw>`__

  .. raw:: html
	   
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             src="https://www.youtube.com/embed/GB9ByFAIAH4" 
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	     allowfullscreen>
     </iframe>

* `Solving real world data science tasks with Python Pandas!
  <https://www.youtube.com/watch?v=eMOA1pPVUc4>`__, by `Keith Galli
  <https://www.youtube.com/channel/UCq6XkhO5SZ66N04IcPbqNcw>`__

  .. raw:: html
	   
     <iframe width="560" height="315" 
             src="https://www.youtube.com/embed/eMOA1pPVUc4" 
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	     allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" 
	     allowfullscreen>
     </iframe>

* `Intro to Data Visualization in Python with Matplotlib! (line graph,
  bar chart, title, labels, size)
  <https://www.youtube.com/watch?v=DAQNHzOcO5A>`__, by `Keith Galli
  <https://www.youtube.com/channel/UCq6XkhO5SZ66N04IcPbqNcw>`__

  .. raw:: html

     <iframe width="560" height="315"
             src="https://www.youtube.com/embed/DAQNHzOcO5A" 
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	     allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" 
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     </iframe>

PyPI (Installing Modules that don't come as Batteries)
------------------------------------------------------

* `Python Tutorial: pip - An in-depth look at the package management
  system <https://www.youtube.com/watch?v=U2ZN104hIcc>`__, by `Corey
  Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

  .. raw:: html

     <iframe width="560" height="315" src="https://www.youtube.com/embed/U2ZN104hIcc" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>

* `Publishing (Perfect) Python Packages on PyPi
  <https://youtu.be/GIF3LaRqgXo>`__

  .. raw:: html

     <iframe
         width="560" height="315" 
	 src="https://www.youtube.com/embed/GIF3LaRqgXo" 
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	 allowfullscreen>
     </iframe>

* `Packaging, Deployment, PyPI, and pip
  <https://www.youtube.com/watch?v=P3dY3uDmnkU>`__: **Chris Wilcox**
  (of Google) talking about packaging and deployment, and related
  topics

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Git, and Github
---------------

* `Git Tutorial for Beginners: Command-Line Fundamentals
  <https://www.youtube.com/watch?v=HVsySz-h9r4>`__, by `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

  .. raw:: html

     <iframe width="560" 
             height="315" 
	     src="https://www.youtube.com/embed/HVsySz-h9r4" 
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	     allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" 
	     allowfullscreen>
     </iframe>

* `Git Tutorial: Fixing Common Mistakes and Undoing Bad Commits
  <https://www.youtube.com/watch?v=FdZecVxzJbk>`__, by `Corey Schafer
  <https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g>`__

  .. raw:: html

     <iframe width="560" 
             height="315" 
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     </iframe>

* `Git & GitHub Crash Course For Beginners
  <https://www.youtube.com/watch?v=SWYqp7iY_Tc>`__, by `Brad Traversy
  <https://www.youtube.com/channel/UC29ju8bIPH5as8OGnQzwJyA>`__

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Conference Talks
----------------

David Beazley
.............

* `Built in Super Heroes
  <https://www.youtube.com/watch?v=lyDLAutA88s>`__. `David Beazley
  <https://www.dabeaz.com/>`__ in an entertaining keynote to the
  "PyData Chicago 2016" conference. He has a number of very good and
  entertaining (and very advanced) videos. You have to spend an entire
  evening with him though.

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* `The Fun of Reinvention - David Beazley - Pycon Israel 2017
  <https://www.youtube.com/watch?v=5nXmq1PsoJ0&t=1263s>`__. `David
  Beazley <https://www.dabeaz.com/>`__ with an entertaining keynote
  about typing, type annotations, metaprogramming, contracts.

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* `Keynote - David Beazley
  <https://www.youtube.com/watch?v=VUT386_GKI8>`__. `David Beazley
  <https://www.dabeaz.com/>`__ live
  coding a Web Assembly interpreter. PyCon India 2019.

  .. raw:: html

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             src="https://www.youtube.com/embed/VUT386_GKI8" 
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* `David Beazley: Generators: The Final Frontier - PyCon 2014
  <https://www.youtube.com/watch?v=D1twn9kLmYg>`__: `David Beazley
  <https://www.dabeaz.com/>`__ again a bit (a whopping four hours)
  more precise on that topic.

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* `Modules and Packages
  <https://www.youtube.com/watch?v=0oTh1CXRaQ0>`__. `David Beazley
  <https://www.dabeaz.com/>`__ has a three hour (!) *really cool and
  in-depth* look into the seemingly simple ``import`` mechanism.

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* `Modules and Packages: Live and Let Die (Screencast)
  <https://www.youtube.com/watch?v=bGYZEKstQuQ>`__. `David Beazley
  <https://www.dabeaz.com/>`__ dissecting the module loading mechanism
  (a whopping three hours long).

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* `Curious Course on Coroutines and Concurrency
  <https://www.youtube.com/watch?v=Z_OAlIhXziw>`__. `David Beazley
  <https://www.dabeaz.com/>`__, entertaining as always. Tutorial
  session given at PyCon Chicago 2009. (Three hours!)

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* `Iterations of Evolution: The Unauthorized Biography of the For-Loop
  <https://www.youtube.com/watch?v=2AXuhgid7E4>`__. `David Beazley
  <https://www.dabeaz.com/>`__ giving lessons in history. How ``for``
  evolved from the beginning until where we are today.

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* `Understanding the Python GIL
  <https://www.youtube.com/watch?v=Obt-vMVdM8s>`__: **David Beazley**
  dissecting the Global Interpreter Lock, explaining why
  multiprocessing is better. At around minute 45, in the
  questions/answers, there is a mention that using NumPy operations in
  multiple threads is *truly parallel*.

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Raymond Hettinger
.................

* `Transforming Code into Beautiful, Idiomatic Python
  <https://www.youtube.com/watch?v=OSGv2VnC0go>`__. **Raymond
  Hettinger**, reiterating his favorite phrase: "There must be a
  better way". (Hettinger is a "Python Core Developer".)

  (He uses Python 2 though.)

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* `Raymond Hettinger - Super considered super! - PyCon 2015
  <https://www.youtube.com/watch?v=EiOglTERPEo&t=1808s>`__. **Raymond
  Hettinger**, revolving around ``super()`` and MRO.

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* `Raymond Hettinger - Modern Dictionaries
  <https://youtu.be/p33CVV29OG8>`__. **Raymond Hettinger**, explaining
  how dictionaries are implemented.

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* `Raymond Hettinger, Keynote on Concurrency, PyBay 2017 <https://www.youtube.com/watch?v=9zinZmE3Ogk>`__:
  **Raymond Hettinger** covering most if not all aspects and
  possiblities of concurrency. Very informative, very concise,
  covering

  * Multithreading
  * Multiprocessing
  * Async; I didn't even mention that. `asyncio
    <https://docs.python.org/3/library/asyncio.html>`__. Me big fan.

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