From 37802d010585e77e7dce22f2075034c3607900a7 Mon Sep 17 00:00:00 2001
From: Mike Noseworthy <mike.noseworthy@verafin.com>
Date: Sun, 14 Apr 2019 21:22:09 -0230
Subject: [PATCH 1/2] Update the python intro talk

It's much longer now unfortunately, but I think a bit better. Now
includes more about how to structure projects, virtual environments,
importing, functions, and classes.
---
 talks/python-intro/content/intermission.gif |  Bin 0 -> 721517 bytes
 talks/python-intro/python-intro.html        | 2538 +++++++++++--------
 2 files changed, 1445 insertions(+), 1093 deletions(-)
 create mode 100644 talks/python-intro/content/intermission.gif

diff --git a/talks/python-intro/content/intermission.gif b/talks/python-intro/content/intermission.gif
new file mode 100644
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diff --git a/talks/python-intro/python-intro.html b/talks/python-intro/python-intro.html
index 33f4ce3..340fe63 100644
--- a/talks/python-intro/python-intro.html
+++ b/talks/python-intro/python-intro.html
@@ -1,1193 +1,1544 @@
 <!DOCTYPE html>
 <html lang="en">
-    <head>
-        <meta charset="utf-8">
-        <title>An Intro to Python - The Pythonic Way</title>
-        <meta name="description" content="Introduction to Python NDev Talk">
-        <meta name="author" content="Michael Noseworthy">
 
-        <meta name="apple-mobile-web-app-capable" content="yes" />
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+<head>
+    <meta charset="utf-8">
+    <title>An Intro to Python - The Pythonic Way</title>
+    <meta name="description" content="Introduction to Python NDev Talk">
+    <meta name="author" content="Michael Noseworthy">
 
-        <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no">
+    <meta name="apple-mobile-web-app-capable" content="yes" />
+    <meta name="apple-mobile-web-app-status-bar-style" content="black-translucent" />
 
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+    <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no">
 
-        <script src="../../js/reveal.js"></script>
-        <script src="../../lib/js/head.min.js"></script>
+    <link rel="stylesheet" href="../../css/reveal.css">
+    <link rel="stylesheet" href="../../css/theme/night.css" id="theme">
 
-        <!-- Code syntax highlighting -->
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+    <script src="../../js/reveal.js"></script>
+    <script src="../../lib/js/head.min.js"></script>
 
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+    <!-- Printing and PDF exports -->
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+        var link = document.createElement('link');
+        link.rel = 'stylesheet';
+        link.type = 'text/css';
+        link.href = window.location.search.match(/print-pdf/gi) ? '../../css/print/pdf.css' : '../../css/print/paper.css';
+        document.getElementsByTagName('head')[0].appendChild(link);
+    </script>
+
+    <!--[if lt IE 9]>
         <script src="../../lib/js/html5shiv.js"></script>
         <![endif]-->
-    </head>
-
-    <body>
-        <div class="reveal">
-            <!-- Any section element inside of this container is displayed as a slide -->
-            <div class="slides">
+</head>
+
+<body>
+    <div class="reveal">
+        <!-- Any section element inside of this container is displayed as a slide -->
+        <div class="slides">
+            <section>
+                <h1>An Intro to Python</h1>
+                <h3>The Pythonic Way!</h3>
+            </section>
+            <section>
                 <section>
-                    <h1>An Intro to Python</h1>
-                    <h3>The Pythonic Way!</h3>
+                    <h2>This is going to be a very opinionated talk</h2>
+                    <p class="fragment">Sorry, not sorry.</p>
                 </section>
                 <section>
-                    <section>
-                        <h2>This is going to be a very opinionated talk</h2>
-                        <p class="fragment">Sorry, not sorry.</p>
-                    </section>
-                    <section>
-                        <h2>About Me</h2>
-                    </section>
+                    <h2>But I want it to be interactive</h2>
+                    <p class="fragment">So feel free to interrupt</p>
+                    <p class="fragment">Your questions are more important than my slides</p>
                 </section>
                 <section>
-                    <h3>Table of Contents</h3>
+                    <h2>About Me</h2>
+                    <p>Mike Noseworthy</p>
+                    <p>Core Engineering Team - Analytics/ML</p>
+                    <p>B.Eng Computer Engineering - 2012</p>
+                    <p>Writing Python code for 7 years professionally</p>
+                </section>
+            </section>
+            <section>
+                <h3>Table of Contents</h3>
+                <ul>
+                    <li>Python Overview</li>
+                    <li>What Do I mean by "Pythonic"</li>
+                    <li>PEP8</li>
+                    <li><em>The Zen of Python</em></li>
+                    <li>Mike's Recommended Python Setup</li>
+                    <li><em>Batteries Built-In</em></li>
+
+                    <li>Questions</li>
+                    <li>Resources</li>
+                </ul>
+            </section>
+            <section>
+                <section>
+                    <h2>Python Overview</h2>
+                </section>
+                <section>
+                    <h2>Who...</h2>
+                    <p class="fragment">uses Python daily?</p>
+                    <p class="fragment">has been using Python for 1 month?</p>
+                    <p class="fragment">has been using Python for 1 year?</p>
+                    <p class="fragment">has been using Python for 5 years?</p>
+                </section>
+                <section>
+                    <h2>I ❤️ Python</h2>
+                    <p class="fragment">Hopefully you'll love it too!</p>
+                </section>
+                <section>
+                    <img src="https://imgs.xkcd.com/comics/python.png" alt="XKD Python"
+                        title="Try typing 'import antigravity' and see what happens" />
+                </section>
+                <section>
+                    <h4>Regardless of experience, I hope you learn something and have fun!</h4>
+                </section>
+                <section>
+                    <h2>BDFL<sup>*</sup> ❤️</h2>
+                    <img width="400" height="267" src="./content/guido.jpg" alt="Guido van Rossum" />
+                    <p><small><a href="https://mail.python.org/pipermail/python-committers/2018-July/005664.html">*
+                                Stepped down as of 2018-07-12</a></small></p>
+                </section>
+                <section>
+                    <h2>Python is...</h2>
+                    <p class="fragment">Named after Monty Python</p>
+                    <p class="fragment">A little silly</p>
+                    <p class="fragment">28 years old</p>
+                    <p class="fragment">Python 3 is 10 years old! 🎉</p>
+                </section>
+                <section>
+                    <h2>🦆 Typed</h2>
+                    <p>If it walks like a duck and it quacks like a duck, then it must be a duck.</p>
+                    <div>
+                        <img src="./content/bedivere.jpg" alt="Sir Bedivere from Monty Python and the Holy Grail" />
+                    </div>
+                </section>
+                <section>
+                    <h2>But still...</h2>
+                    <p>Strongly Typed</p>
+                    <p>General Purpose Programming Language</p>
+                    <p>With OO and Procedural Features</p>
+                </section>
+                <section>
+                    <h2>Python is a language Specification</h2>
+                    <p>But there are different <em>implementations</em></p>
                     <ul>
-                        <li>Python Overview</li>
-                        <li>What Do I mean by "Pythonic"</li>
-                        <li>PEP8</li>
-                        <li><em>The Zen of Python</em></li>
-                        <li>8 Fold Path to Pythonic Zen</li>
-                        <li>Big 'Ol Pythonic Refactor</li>
-                        <li>Mike's Recommended Python Setup</li>
-                        <li>Questions</li>
-                        <li>Resources</li>
+                        <li>CPython<sup>*</sup></li>
+                        <li>PyPy</li>
+                        <li>Jython</li>
+                        <li>IronPython</li>
+                        <li>etc...</li>
                     </ul>
                 </section>
                 <section>
-                    <section>
-                        <h2>Python Overview</h2>
-                    </section>
-                    <section>
-                        <h2>Who...</h2>
-                        <p class="fragment">uses Python daily?</p>
-                        <p class="fragment">has been using Python for 1 month?</p>
-                        <p class="fragment">has been using Python for 1 year?</p>
-                        <p class="fragment">has been using Python for 5 years?</p>
-                    </section>
-                    <section>
-                        <h4>Regardless of experience, I hope you learn something and have fun!</h4>
-                    </section>
-                    <section>
-                        <h2>BDFL ❤️</h2>
-                        <img width="400" height="267" src="./content/guido.jpg" alt="Guido van Rossum" />
-                    </section>
-                    <section>
-                        <h2>Python is...</h2>
-                        <p class="fragment">Named after Monty Python</p>
-                        <p class="fragment">A little silly</p>
-                        <p class="fragment">28 years old</p>
-                        <p class="fragment">Python 3 is 10 years old! 🎉</p>
-                    </section>
-                    <section>
-                        <h2>🦆 Typed</h2>
-                        <p>If it walks like a duck and it quacks like a duck, then it must be a duck.</p>
-                        <div class="fragment">
-                            <img src="./content/bedivere.jpg" alt="Sir Bedivere from Monty Python and the Holy Grail" />
-                        </div>
-                    </section>
-                    <section>
-                        <h2>But still...</h2>
-                        <p>Strongly Typed</p>
-                        <p>General Purpose Programming Language</p>
-                        <p>With OO and Procedural Features</p>
-                    </section>
-                    <section>
-                        <h2>Python is a language</h2>
-                        <p>But there are different implementations</p>
+                    <h2>Compared to Java</h2>
+                    <p>Python 3.7 language spec <code>==</code> Java 9 language spec</p>
+                    <p>CPython Interpreter <code>==</code> OpenJDK implementation of JVM</p>
+                    <p>Generally people just say "Python" and mean CPython</p>
+                </section>
+                <section>
+                    <h2>Terms</h2>
+                    <dl>
+                        <dt><code>module</code></dt>
+                        <dd>An organizational unit of python code <small>(usually a <code>.py</code> file)</small></dd>
+
+                        <dt><code>package</code></dt>
+                        <dd>A module which can contain submodules, or subpackages <br /><small>(usually a directory with
+                                a <code>__init__.py</code> file)</small></dd>
+                    </dl>
+                </section>
+                <section>
+                    <h2>Terms ctd.</h2>
+                    <dl>
+                        <dt><code>dunder</code></dt>
+                        <dd>Short for "double underscore"</dd>
+
+                        <dt>PyPI</dt>
+                        <dd>Python Package Index <a href="https://youtu.be/Hz1JWzyvv8A">(or Cheese Shop)</a> - Like
+                            maven, apt, cpan, etc. repositories</dd>
+
+                        <dt><code>pip</code></dt>
+                        <dd>"<code>Pip</code> Installs Packages" - Package manager</dd>
+                    </dl>
+                </section>
+                <section>
+                    <h2>Importing Packages</h2>
+                    <p>The python <code>import</code> statement can be confusing</p>
+                    <p>It finds and loads python modules and packages.</p>
+                    <pre><code class="hljs python">import foo
+            from bar.baz import shrubbery as shrub</code></pre>
+                </section>
+                <section>
+                    <h2>Finding Packages</h2>
+                    <ol>
+                        <li><code>sys.modules</code></li>
+                        <li><code>builtin</code></li>
+                        <li><code>sys.path</code></li>
+                    </ol>
+                </section>
+                <section>
+                    <h2>Finding Packages - ctd.</h2>
+                    <p>Example <code>sys.path</code></p>
+                    <pre><code class="hljs python">&gt;&gt;&gt; import sys
+            &gt;&gt;&gt; print(sys.path)
+
+            [
+                "",
+                "~/.pyenv/versions/3.7.3/lib/python3.7",
+                "~/.pyenv/versions/3.7.3/lib/python3.7/lib-dynload",
+                "~/.pyenv/versions/3.7.3/lib/python3.7/site-packages"
+            ]</code></pre>
+                </section>
+                <section>
+                    <h2>Loading Packages</h2>
+                    <p>The finder returns a module spec to the loader</p>
+                    <p>The loader loads the module into the local namespace</p>
+                    <p class="fragment grow"><strong>Loading <em>runs</em> the module or package!!</strong></p>
+                </section>
+                <section>
+                    <h2>Loading Example</h2>
+                    <p>Let's load <code>my_package</code></p>
+                    <pre><code class="hljs bash">my_package
+            ├─ __init__.py
+            ├─ submodule.py
+            └─ util.py</code></pre>
+                </section>
+                <section>
+                    <h2>Loading Example - ctd.</h2>
+                    <p>Contents of <code>__init__.py</code></p>
+                    <pre><code class="hljs python"># -*- coding: utf-8 -*-
+            """Init file of my_package"""
+            print("Hello there!")
+            </code></pre>
+                    <p>Now let's import it!</p>
+                    <pre><code class="hljs python">$ python
+            &gt;&gt;&gt; from my_package.util import do_calculation
+            Hello there!
+            >>></code></pre>
+                </section>
+                <section>
+                    <h2>Project Structure</h2>
+                    <p>Just do this:</p>
+                    <pre><code class="hljs bash">                        packagename
+                                    ├─ src
+                                    │  ├─ packagename
+                                    │  ├─ __init__.py
+                                    │  └─ ...
+                                    ├─ tests
+                                    │  └─ ...
+                                    ├─ docs
+                                    │  └─ ...
+                                    ├─ README.md
+                                    └─ setup.py</code></pre>
+                    <small><a href="https://blog.ionelmc.ro/2014/05/25/python-packaging/"><sup>*</sup> Stolen from Ionel
+                            Cristian Mărieș</a></small>
+                </section>
+                <section>
+                    <h2>Application or Script Entry Point</h2>
+                    <p>If you're building an application or script you need a "main" right?</p>
+                </section>
+                <section>
+                    <h4><code>packagename/src/packagename/__main__.py</code></h4>
+                    <pre><code class="hljs python">#!/usr/bin/env python3
+            # -*- coding: utf-8 -*-
+            """Main entry point for my script!"""
+            from third.party.package import thing
+
+            def main():
+                """Main function running appliation loop"""
+                running = True
+                while running:
+                    do_stuff()
+                    thing(1, 2)
+
+            if __name__ == "__main__":
+                main()
+                                </code></pre>
+                </section>
+            </section>
+            <section>
+                <section>
+                    <h2>"Pythonic" Python</h2>
+                </section>
+                <section>
+                    <h2>Pythonic Means</h2>
+                    <blockquote>
+                        <p>Using the features of the language in an idiomatic way to improve readability,
+                            maintainability, and performance</p>
+                        <p><small>– Me. Just Now</small></p>
+                    </blockquote>
+                </section>
+                <section>
+                    <h2>PEP</h2>
+                    <p>A PEP is a <em>Python Enhancement Proposal</em></p>
+                    <p><a href="https://www.python.org/dev/peps/pep-0001">PEP 1</a> defines what a PEP is, and the PEP
+                        workflow</p>
+                    <p>An important one you'll hear about a lot is <a
+                            href="https://www.python.org/dev/peps/pep-0008">PEP 8</a>, the
+                        Python style guide</p>
+                </section>
+                <section>
+                    <h2><a href="https://www.python.org/dev/peps/pep-0008">PEP 8</a></h2>
+                    <p>The style guide is a good start to write readable python code</p>
+                    <p>But as the first section just after the introduction says:</p>
+                    <blockquote
+                        cite="https://www.python.org/dev/peps/pep-0008/#a-foolish-consistency-is-the-hobgoblin-of-little-minds">
+                        <p>A Foolish Consistency is the Hobgoblin of Little Minds</p>
+                        <small>– PEP 8</small>
+                    </blockquote>
+                </section>
+                <section>
+                    <h2><a href="https://www.python.org/dev/peps/pep-0020">PEP 20</a></h2>
+                    <p>PEP 20 -- <em>The Zen of Python</em></p>
+                    <blockquote cite="https://www.python.org/dev/peps/pep-0020/#abstract">
+                        <p>Long time Pythoneer Tim Peters succinctly channels the BDFL's guiding principles for Python's
+                            design into 20 aphorisms, only 19 of which have been written down.</p>
+                    </blockquote>
+                </section>
+                <section>
+                    <h2><code>import this</code></h2>
+                </section>
+                <section>
+                    <pre><code class="hljs text">Beautiful is better than ugly.
+            Explicit is better than implicit.
+            Simple is better than complex.
+            Complex is better than complicated.
+            Flat is better than nested.
+            Sparse is better than dense.
+            Readability counts.
+            Special cases aren't special enough to break the rules.
+            Although practicality beats purity.
+            Errors should never pass silently.
+            Unless explicitly silenced.
+            In the face of ambiguity, refuse the temptation to guess.
+            There should be one-- and preferably only one --obvious way to do it.
+            Although that way may not be obvious at first unless you're Dutch.
+            Now is better than never.
+            Although never is often better than *right* now.
+            If the implementation is hard to explain, it's a bad idea.
+            If the implementation is easy to explain, it may be a good idea.
+            Namespaces are one honking great idea -- let's do more of those!
+                                </code></pre>
+                </section>
+            </section>
+            <section>
+                <section>
+                    <h2>My Setup</h2>
+                    <img src="https://imgs.xkcd.com/comics/python_environment.png" alt="XKCD Python Environment" />
+                </section>
+                <section>
+                    <h3>What are you building?</h3>
+                    <p>Script?</p>
+                    <p>Library/Package?</p>
+                    <p>Application?</p>
+                </section>
+                <section>
+                    <h3>Install Python</h3>
+                    <pre><code class="hljs bash">
+                            $ curl https://pyenv.run | bash
+                            $ pyenv install 3.7.3
+                            $ pyenv global 3.7.3
+                                </code></pre>
+                </section>
+                <section>
+                    <h3>Some common <code>pyenv</code> commands</h3>
+                    <pre><code class="hljs bash">
+            $ pyenv commands        # Show all commands
+            $ pyenv install --list  # Show versions available for install
+            $ pyenv uninstall       # Uninstall a version of python
+            $ pyenv version         # Show the current Python version
+            $ pyenv versions        # Show versions available to pyenv
+            $ pyenv update          # Update pyenv itself
+                                </code></pre>
+                </section>
+                <section>
+                    <h3>Dependency Management</h3>
+                    <p>A problem in every language</p>
+                    <p>Java projects might use <code>gradle</code> to download and isolate dependencies</p>
+                    <p>In python we use <code>pip</code> to download and <code>venv</code> for isolation</p>
+                </section>
+                <section>
+                    <h3>Virtual Environment</h3>
+                    <p>Every project should exist in a virtual environment</p>
+                    <p>Keeps dependencies from conflicting with each other</p>
+                </section>
+                <section>
+                    <h3>Create Virtual Environment</h3>
+                    <pre><code class="hljs bash">
+                            $ mkdir &lt;project&gt; && cd &lt;project&gt;
+                            $ python -m venv .venv
+                            $ . .venv/bin/activate
+                            (.venv) $ python run_command.py
+                            $ ...
+                            (.venv) $ deactivate              # when done
+                                </code></pre>
+                    <pre><code class="hljs bash">
+                            $ pyenv virtualenv &lt;project&gt;
+                            $ mkdir &lt;project&gt; && cd &lt;project&gt;
+                            $ pyenv local &lt;project&gt;
+                                </code></pre>
+                </section>
+                <section>
+                    <h3>Use <code>pip</code> to install third-party packages</h3>
+                    <pre><code class="hljs bash">
+                (.venv) $ pip install requests  # install a package
+                (.venv) $ pip freeze            # print installed packages
+                (.venv) $ pip show &lt;package&gt;    # Show information about package
+                (.venv) $ pip search &lt;query&gt;    # Search PyPI for packages
+                                </code></pre>
+                </section>
+                <section>
+                    <h3><code>pip install</code> to your hearts content!</h3>
+                    <p>This setup is pretty good, I think</p>
+                    <p>Keeps dependencies isolated to projects</p>
+                </section>
+                <section>
+                    <h3><code><a href="https://poetry.eustace.io">poetry</a></code></h3>
+                    <p>I've been experimenting with <code>poetry</code>.</p>
+                    <p>It's a dependecy management and packaging tool.</p>
+                    <p>If you're building libraries or applications that are meant to be installed, you should probably
+                        use it.</p>
+                </section>
+                <section>
+                    <h3>Install <code>poetry</code></h3>
+                    <pre><code class="hljs bash">
+            $ curl -sSL https://raw.githubusercontent.com/sdispater/poetry/master/get-poetry.py | python
+                                </code></pre>
+                </section>
+                <section>
+                    <h3>Using <code>poetry</code></h3>
+                    <pre><code class="hljs bash">
+                            $ poetry new --src my-package
+                            $ poetry add [-D] &lt;package-name&gt;
+                            $ poetry remove &lt;package-name&gt;
+                            $ poetry install
+                            $ poetry build
+                            $ poetry run &lt;command&gt;
+                                </code></pre>
+                </section>
+                <section>
+                    <h3>REPL</h3>
+                    <p>A REPL is a "Read Evaluate Print Loop"</p>
+                    <p>The python interpreter is a REPL</p>
+                    <p>Java 9 comes with a REPL now too (<code>jshell</code>)!</p>
+                    <p>I use the <code>ipython</code> REPL</p>
+                </section>
+                <section>
+                    <h3>Install <code>ipython</code></h3>
+                    <pre><code class="hljs bash">
+                            $ pip install ipython
+                            # or
+                            $ poetry add -D ipython
+                                </code></pre>
+                </section>
+                <section>
+                    <h3>Daily Workflow</h3>
+                    <p>
+                        I use the <code>ipython</code> interpreter and the
+                        <code>pudb</code> debugger daily
+                    </p>
+                    <p>
+                        My daily workflow sees me in ipython playing with
+                        data and apis and testing things out before codifying them
+                    </p>
+                </section>
+                <section>
+                    <h3>Editors/IDEs</h3>
+                    <p>
+                        I use VSCode a lot, but IntelliJ is also great.
+                    </p>
+                    <br />
+                    <p>
+                        Just need to:
+                        <ol>
+                            <li>Install python plugin</li>
+                            <li>Select the python interpreter to use (in your venv: <code>./.venv/bin/python</code>)
+                            </li>
+                        </ol>
+                    </p>
+                </section>
+            </section>
+            <section data-background="./content/intermission.gif"></section>
+            <section>
+                <section>
+                    <h2>Let's Talk about Python</h2>
+                    <p>I'm gonna go through some quick syntax/features</p>
+                    <p>Keep in mind:
                         <ul>
-                            <li>CPython<sup>*</sup></li>
-                            <li>PyPy</li>
-                            <li>Jython</li>
-                            <li>IronPython</li>
-                            <li>etc...</li>
+                            <li>No semi-colons</li>
+                            <li>Curly braces aren't used for code blocks</li>
+                            <li>Indent blocks of code with 4 space characters</li>
+                            <li>PEP-8 style guide</li>
                         </ul>
-                    </section>
-                    <section>
-                        <h2>I ❤️ Python</h2>
-                        <p class="fragment">Hopefully you'll love it too!</p>
-                    </section>
-                    <section>
-                        <img src="https://imgs.xkcd.com/comics/python.png" alt="XKD Python" />
-                    </section>
-                </section>
-                <section>
-                    <section>
-                        <h2>"Pythonic" Python</h2>
-                    </section>
-                    <section>
-                        <h2>Pythonic Means</h2>
-                        <blockquote>
-                            <p>Using the features of the language in an idiomatic way to improve readability, maintainability, and performance</p>
-                            <p><small>– Me. Just Now</small></p>
-                        </blockquote>
-                    </section>
-                    <section>
-                        <h2>PEP</h2>
-                        <p>A PEP is a <em>Python Enhancement Proposal</em></p>
-                        <p><a href="https://www.python.org/dev/peps/pep-0001">PEP 1</a> defines what a PEP is, and the PEP workflow</p>
-                        <p>An important one you'll hear about a lot is <a href="https://www.python.org/dev/peps/pep-0008">PEP 8</a>, the Python style guide</p>
-                    </section>
-                    <section>
-                        <h2><a href="https://www.python.org/dev/peps/pep-0008">PEP 8</a></h2>
-                        <p>The style guide is a good start to write readable python code</p>
-                        <p>But as the first section just after the introduction says:</p>
-                        <blockquote cite="https://www.python.org/dev/peps/pep-0008/#a-foolish-consistency-is-the-hobgoblin-of-little-minds">
-                            <p>A Foolish Consistency is the Hobgoblin of Little Minds</p>
-                            <small>– PEP 8</small>
-                        </blockquote>
-                    </section>
-                    <section>
-                        <h2><a href="https://www.python.org/dev/peps/pep-0020">PEP 20</a></h2>
-                        <p>PEP 20 -- <em>The Zen of Python</em></p>
-                        <blockquote cite="https://www.python.org/dev/peps/pep-0020/#abstract">
-                            <p>Long time Pythoneer Tim Peters succinctly channels the BDFL's guiding principles for Python's design into 20 aphorisms, only 19 of which have been written down.</p>
-                        </blockquote>
-                    </section>
-                    <section>
-                        <h2><code>import this</code></h2>
-                    </section>
-                </section>
-                <section>
-                    <section>
-                        <h2>The Eight-Fold Path of Pythonic Zen<br /><br />☸️</h2>
-                    </section>
-                    <section>
-                        <h3>Many Thanks to Raymond Hettinger</h3>
-                        <p>Most of this next section is adapted and copied from
-                            Raymond's talk: <a href="https://youtu.be/OSGv2VnC0go">
-                                Transforming Code into Beautiful, Idiomatic
-                                Python</a>
-                        </p>
-                        <p class="fragment">Raymond is the man</p>
-                        <p class="fragment">Follow <a href="https://twitter.com/raymondh">@raymondh</a></p>
-                    </section>
-                </section>
-                <section>
-                    <section>
-                        <h2>Loops</h2>
-                        <p>Python uses an iterator protocol</p>
-                        <p>Avoid using indicies. They're <em>usually</em> not needed</p>
-                        <p>If you <em>do</em> need indices, use `enumerate()`</p>
-                    </section>
-                    <section>
-                        <h3>Example - Loop X Times</h3>
-                        <div>
-                            <pre style="position: absolute"><code class="hljs python">
-squares = []
-
-for i in [1, 2, 3, 4, 5]:
-    squares.append(i ** i)
-                                </code></pre>
-                            <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-squares = []
+                    </p>
+                </section>
+            </section>
+            <section>
+                <section>
+                    <h3>Functions</h3>
+                    <p>First-class citizen!</p>
+                    <p>Functions can be passed as around as values!</p>
+                    <p>Parameters are object references passed by value</p>
+                </section>
+                <section>
+                    <h3>Example - Function</h3>
+                    <div>
+                        <pre style="position: absolute"><code class="hljs python">def foo():
+                print("Hello, world!")
 
-for i in range(1, 6):
-    squares.append(i ** i)
-                                </code></pre>
-                            <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-squares = [i ** i for i in range(1, 5)]
+            foo()
+            > Hello, world!
 
+            def sum_things(x, y):
+                return x + y
 
+            def run_func(func, *args, **kwargs):
+                func(*args, **kwargs)
 
+            print(run_func(sum, 1, 2))
+            >  3
+                                            </code></pre>
+                    </div>
+                </section>
+                <section>
+                    <h3>Example - Function</h3>
+                    <div>
+                        <pre><code class="hljs python">&gt;&gt;&gt; def bar(x, y, default="thing"):
+            ...    print(f'x: "{x}" | y: "{y}" | default: "{default}"')</code></pre>
+                        <pre class="fragment fade-in"><code class="hljs python" contenteditable>&gt;&gt;&gt; bar('hi', 12)
+            x: "hi" | y: "12" | default: "thing"</code></pre>
+                        <pre class="fragment fade-in"><code class="hljs python" contenteditable>&gt;&gt;&gt; bar('spamalot', 'silly', 'place')
+            x: "spamalot" | y: "silly" | default: "place"</code></pre>
+                        <pre class="fragment fade-in"><code class="hljs python" contenteditable>&gt;&gt;&gt; bar(y="there", default="boo", x="hey")
+            x: "hey" | y: "there" | default: "boo"</code></pre>
+                    </div>
+                </section>
+                <section>
+                    <h3>In General</h3>
+                    <p>Try to prefer/use pure functions</p>
+                    <p>They make your life easier</p>
+                    <p>Easy to test, and easy to reason about</p>
+                </section>
+            </section>
+            <section>
+                <section>
+                    <h3>Classes</h3>
+                    <p>First-class citizen!</p>
+                    <p>Classes can be passed as around as values!</p>
+                    <p>Use "magic" dunders for "overriding" like functionality</p>
+                    <p>Support multiple inheritance</p>
+                </section>
+                <section>
+                    <h3>Special Dunder Methods</h3>
+                    <pre style="position: absolute"><code class="hljs python">                def __init__(self[, ...]):
+                            def __del__(self):
+                            def __repr__(self):
+                            def __lt__(self, other):
+                            def __gt__(self, other):
+                            def __eq__(self, other):
+                            def __add__(self, other):
+                            def __len__(self):
+                            def __getitem__(self):
+                            def __enter__(self):
+                            ... etc.
                                 </code></pre>
-                        </div>
-                    </section>
-                    <section>
-                        <h3>Example - Loop over Sequences</h3>
-                        <div>
-                            <pre style="position: absolute"><code class="hljs python">
-colours = ['red', 'blue', 'green', 'yellow']
-
-for i in range(len(colours)):
-    print('I love the colour {0}'.format(colours[i]))
-                            </code></pre>
-                            <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-colours = ['red', 'blue', 'green', 'yellow']
-
-for colour in colours:
-    print(f'I love the colour {colour}')
-                            </code></pre>
-                            <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-colours = ['red', 'blue', 'green', 'yellow']
-
-for colour in reversed(colours):  # Backwards!
-    print(f'I love the colour {colour}')
-                            </code></pre>
-                        </div>
-                    </section>
-                    <section>
-                        <h3>Example - Looping With Indices</h3>
-                        <div>
-                            <pre style="position: absolute"><code class="hljs python">
-colours = ['red', 'blue', 'green', 'yellow']
-
-for i in range(len(colours)):
-    print(i, '-->', colours[i])
-                            </code></pre>
-                            <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-colours = ['red', 'blue', 'green', 'yellow']
-
-for i, colour in enumerate(colours):
-    print(f'{i} --> {colour}')
-                            </code></pre>
-                            <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-colours = ['red', 'blue', 'green', 'yellow']
-
-for colour in reversed(colours):  # Backwards!
-    print(f'I love the colour {colour}')
-                            </code></pre>
-                        </div>
-                    </section>
-                    <section>
-                        <h3>Example - Looping Over Two Sequences</h3>
-                        <div>
-                            <pre style="position: absolute"><code class="hljs python">
-names = ['Bob', 'Sally', 'Jane']
-colours = ['red', 'blue', 'green', 'yellow']
-
-min_len = min(len(names), len(colours))
-
-for i in range(min_len):
-    print(names[i], 'likes', colours[i])
-                            </code></pre>
-                            <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-names = ['Bob', 'Sally', 'Jane']
-colours = ['red', 'blue', 'green', 'yellow']
-
-
-
-for name, colour in zip(names, colours):
-    print(f'{name} likes {colour}!')
-                            </code></pre>
-                        </div>
-                    </section>
-                    <section>
-                        <h3>Example - Sorted Looping</h3>
-                        <div>
-                            <pre style="position: absolute"><code class="hljs python">
-colors = ['red', 'green', 'blue', 'yellow']
-
-for color in sorted(colors):
-    print(color)
-                            </code></pre>
-                            <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-colors = ['red', 'green', 'blue', 'yellow']
-
-for color in sorted(colors, reverse=True):  # Backwards!
-    print(color)
-                            </code></pre>
-                        </div>
-                    </section>
-                    <section>
-                        <h2>A little more advanced...</h2>
-                    </section>
-                    <section>
-                        <h3>Example - Loop Until Sentinel</h3>
-                        <div>
-                            <pre style="position: absolute"><code class="hljs python">
-blocks = []
-
-while True:
-    block = f.read(32)
-    if block == '':
-        break
-    blocks.append(block)
-                            </code></pre>
-                            <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-blocks = []
-read_32_bytes = partial(f.read, 32)
-
-
-
-for block in iter(read_32_bytes, ''):
-    blocks.append(block)
-                            </code></pre>
-                        </div>
-                    </section>
-                    <section>
-                        <h3>Example - For Else</h3>
-                        <div>
-                            <pre style="position: absolute"><code class="hljs python">
-def find(sequence, target):
-    found = False
-
-    for i, value in enumerate(sequence):
-        if value == target:
-            found = True
-            break
-
-    if not found:
-        return -1
-    return i
-                            </code></pre>
-                            <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-def find(sequence, target):
-
-
-    for i, value in enumerate(sequence):
-        if value == target:
-            break
-    else:
-        return -1
-
-
-    return i
-
-                            </code></pre>
-                        </div>
-                    </section>
-                </section>
-                <section>
-                    <section>
-                        <h2>Dictionaries</h2>
-                        <p>Almost everything in Python is a <code>dict</code></p>
-                        <p>Effectively using dictionaries is important for pythonic code</p>
-                    </section>
-                    <section>
-                        <h3>Example - Loop Over Keys</h3>
-                        <pre><code class="hljs python">novel = {
-    'title': 'Don Quixote',
-    'author': 'Miguel De Cervantes',
-    'pages': 1072,
-    'ISBN': '978-0142437230'
-}
-
-for key in novel:
-    print(key)</code></pre>
-                            <pre class="fragment fade-in"><code class="hljs python" contenteditable># Can also use .keys() to get a set-like view
-
-for key in novel.keys():
-    print(key)
-                            </code></pre>
-                    </section>
-                    <section>
-                        <h3>Example - Loop Over Values</h3>
-                        <pre style="position: absolute" ><code class="hljs python">
-novel = {
-    'title': 'Don Quixote',
-    'author': 'Miguel De Cervantes',
-    'pages': 1072,
-    'ISBN': '978-0142437230'
-}
-
-for key in novel:
-    print(novel[key])
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-novel = {
-    'title': 'Don Quixote',
-    'author': 'Miguel De Cervantes',
-    'pages': 1072,
-    'ISBN': '978-0142437230'
-}
-
-for value in novel.values():
-    print(value)
-                            </code></pre>
-                    </section>
-                    <section>
-                        <h3>Example - Loop Over Keys and Values</h3>
-                        <pre style="position: absolute" ><code class="hljs python">
-novel = {
-    'title': 'Don Quixote',
-    'author': 'Miguel De Cervantes',
-    'pages': 1072,
-    'ISBN': '978-0142437230'
-}
-
-for key in novel:
-    print(key, '-->', novel[key])
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-novel = {
-    'title': 'Don Quixote',
-    'author': 'Miguel De Cervantes',
-    'pages': 1072,
-    'ISBN': '978-0142437230'
-}
-
-for key, value in novel.items():
-    print(key, '-->', value)
-                            </code></pre>
-                    </section>
-                    <section>
-                        <h3>Example - Construct a Dictionary</h3>
-                        <pre style="position: absolute" ><code class="hljs python">
-keys = ['title', 'author', 'pages', 'ISBN']
-values = [
-    'Don Quixote',
-    'Miguel De Cervantes',
-    1072,
-    '978-0142437230'
-]
-
-novel = {}
-
-for i, key in enumerate(keys):
-    novel[key] = values[i]
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-keys = ['title', 'author', 'pages', 'ISBN']
-values = [
-    'Don Quixote',
-    'Miguel De Cervantes',
-    1072,
-    '978-0142437230'
-]
-
-
-novel = dict(zip(keys, values))
-
-
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-keys = ['title', 'author', 'pages', 'ISBN']
-values = [
-    'Don Quixote',
-    'Miguel De Cervantes',
-    1072,
-    '978-0142437230'
-]
-
-
-novel = {k: v for k, v in zip(keys, values)}
-
-
-                        </code></pre>
-                    </section>
-                    <section>
-                        <h3>Example - Counting With A Dictionary</h3>
-                        <pre style="position: absolute" ><code class="hljs python">
-story = (
-    'peter piper picked a peck of pickled peppers '
-    'a peck of pickled peppers peter piper picked'
-)
-
-counter = {}
-for word in story.split():
-    if word not in counter:
-        counter[word] = 0
-
-    counter[word] += 1
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-story = (
-    'peter piper picked a peck of pickled peppers '
-    'a peck of pickled peppers peter piper picked'
-)
-
-counter = {}
-for word in story.split():
-    counter[word] = counter.get('word', 0) + 1
-
-
-
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>from collections import defaultdict
-story = (
-    'peter piper picked a peck of pickled peppers '
-    'a peck of pickled peppers peter piper picked'
-)
-
-counter = defaultdict(int)
-for word in story.split():
-    counter[word] += 1
-
-
-
-                        </code></pre>
-                    </section>
-                    <section>
-                        <h3>Example - Grouping With A Dictionary</h3>
-                        <pre style="position: absolute" ><code class="hljs python">
-colours = [
-    'red', 'green', 'blue', 'magenta',
-    'purple', 'brown', 'yellow'
-]
-
-groups = {}
-for colour in colours:
-    key = len(colour)
-    if key not in groups:
-        groups[key] = []
-
-    groups[key].append(colour)
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-colours = [
-    'red', 'green', 'blue', 'magenta',
-    'purple', 'brown', 'yellow'
-]
-
-groups = {}
-for colour in colours:
-    key = len(colour)
-    groups.setdefault(key, []).append(colour)
-
-
-
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>from collections import defaultdict
-colours = [
-    'red', 'green', 'blue', 'magenta',
-    'purple', 'brown', 'yellow'
-]
-
-groups = defaultdict(list)
-for colour in colours:
-    key = len(colour)
-    groups[key].append(colour)
-
-
-
-                        </code></pre>
-                    </section>
-                    <section>
-                        <h3>Example - Linking Dictionaries</h3>
-                        <pre style="position: absolute" ><code class="hljs python">
-import os
-import argparse
-
-defaults = {'username': 'noseworthy', 'debug': False}
-parser = argparse.ArgumentParser()
-parser.add_argument('-d', '--debug', action='store_true')
-namespace = parser.parse_args(['-d'])
-command_line_args = {
-    k: v for k, v in vars(namespace).items() if v
-}
-
-args = defaults.copy()
-args.update(os.environ)
-args.update(command_line_args)
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>from collections import ChainMap
-import os
-import argparse
-
-defaults = {'username': 'noseworthy', 'debug': False}
-parser = argparse.ArgumentParser()
-parser.add_argument('-d', '--debug', action='store_true')
-namespace = parser.parse_args(['-d'])
-command_line_args = {
-    k: v for k, v in vars(namespace).items() if v
-}
-
-args = ChainMap(command_line_args, os.environ, defaults)
-
-                        </code></pre>
-                    </section>
-                </section>
-                <section>
-                    <section>
-                        <h2>Improve Clarity</h2>
-                        <p>Use keywords and names over positional args and indices</p>
-                        <p>Use namedtuple to add names to tuple fields</p>
-                    </section>
-                    <section>
-                        <h3>Example - Unpack Sequences</h3>
-                        <pre style="position: absolute" ><code class="hljs python">
-person = (
-    'mike', 'noseworthy', 0x1E, 'https://github.com/noseworthy'
-)
-
-first_name = person[0]
-last_name = person[1]
-age = person[2]
-website = person[3]
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-person = (
-    'mike', 'noseworthy', 0x1E, 'https://github.com/noseworthy'
-)
-
-first_name, last_name, age, website = person
-
-# This is atomic, and easier to read!
-
-                        </code></pre>
-                    </section>
-                    <section>
-                        <h3>Example - Keyword Arguments</h3>
-                        <pre style="position: absolute"><code class="hljs python" contenteditable>
-# what the heck does this do?
-repo_search('noseworthy', 10, True)
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-# Now it's a little clearer
-repo_search(username='noseworthy', limit=10, forks=True)
-
-# It probably searches github for repos owned by
-# the user 'noseworthy', returns a max of 10,
-# and includes forked repos.
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-def add_contact(f_name, l_name, age, website):
-    ...
-
-person = (
-    'mike', 'noseworthy', 0x1E, 'https://github.com/noseworthy'
-)
-
-
-# unpack sequence as positional arguments
-add_contact(*person)
-
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-def add_contact(f_name, l_name, age, website):
-    ...
-
-
-person = {
-    'f_name': 'mike',
-    'l_name': 'noseworthy',
-    'age': 0x1E,
-    'website': 'https://github.com/noseworthy'
-}
-
-# unpack mapping as keyword based parameters
-add_contact(**person)
-                        </code></pre>
-                    </section>
-
-                    <section>
-                        <h3>Example - Update Multiple States</h3>
-                        <pre style="position: absolute"><code class="hljs python" contenteditable>
-def fibonacci(n):
-    x = 0
-    y = 1
-    for i in range(n):
-        print(x)
-        t = y
-        y = x + y
-        x = t
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-def fibonacci(n):
-    x, y = 0, 1
-
-    for i in range(n):
-        print(x)
-        x, y = y, x + y
-
-
-                        </code></pre>
-                    </section>
-                    <section>
-                        <h3>Example - Clarify Multiple Returns</h3>
-                        <pre style="position: absolute"><code class="hljs python" contenteditable>
-# Who's a what now? 🤔
-tester.runtest()
->> (10, 1, 3, 14)
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-# 😲 Much Better.
-tester.runtest()
->> TestResult(passed=10, failed=1, skipped=3, total=14)
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-from collections import namedtuple
-
-TestResult = namedtuple(
-    'TestResult',
-    ['passed', 'failed', 'skipped', 'total']
-)
-
-def runtest():
-    ...
-    return TestResult(passed, failed, skipped, total)
-                        </code></pre>
-                    </section>
-                </section>
-                <section>
-                    <section>
-                        <h2>Efficiency</h2>
-                        <p>Don't move data around unnecessarily</p>
-                        <p>Cache hits are fast, misses are slow</p>
-                        <p>Use generators instead of loading all data into memory</p>
-                    </section>
-                    <section>
-                        <h3>Example - Sums</h3>
-                        <pre style="position: absolute"><code class="hljs python" contenteditable>
-def first_n(n)
-    num, numbers = 0, []
-    while num < n:
-        numbers.append(num)
-        num += 1
-    return numbers
-
-sum_of_first_n = sum(first_n(1_000_000))
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-def first_n(n)
-    num = 0
-    while num < n:
-        yield num
-        num += 1
-
-
-sum_of_first_n = sum(first_n(1_000_000))
-                        </code></pre>
-                    </section>
-                    <section>
-                        <h3>Example - List Comprehensions</h3>
-                        <pre style="position: absolute"><code class="hljs python" contenteditable>
-result = []
-for i in range(10):
-    s = i ** 2
-    result.append(s)
-
-sum_of_squares = sum(result)
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-
-
-
-
-# list comprehension (clearer, but fills memory)
-sum_of_squares = sum([i ** 2 for i in range(10)])
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-
-
-
-
-# generator expression (Clear AND fast and space efficient)
-sum_of_squares = sum(i ** 2 for i in range(10))
-                        </code></pre>
-                    </section>
-                </section>
-                <section>
-                    <section>
-                        <h2>String Handling</h2>
-                        <p>Use <code>join</code>, don't use <code>+</code></p>
-                        <p>Use <code>'''</code> or <code>"""</code> for multi-line string literals</p>
-                        <p>Two strings next to each other will automatically concat</p>
-                    </section>
-                    <section>
-                        <h3>Example - String Concat</h3>
-                        <pre style="position: absolute"><code class="hljs python" contenteditable>
-food_items = ['spam', 'sausage', 'eggs', 'bacon', 'toutons']
-
-meal = 'I ate: ' + food_items[0]
-for food in food_items[1:]:
-    meal += ', ' + food
-
-meal += ' for breakfast!'
-
-print(meal)
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-food_items = ['spam', 'sausage', 'eggs', 'bacon', 'toutons']
-
-
-meal = 'I ate: {0} for breakfast!'
+                </section>
+                <section>
+                    <h3>Example - Class</h3>
+                    <pre style="position: absolute"><code class="hljs python">class Door:
+                def __init__(self, height: int, width: int, is_open: bool):
+                    self.height = height
+                    self.width = width
+                    self.is_open = is_open
+
+                def open(self):
+                    if self.is_open:
+                        raise Exception('Door is already open!')
+                    self.is_open = True
+
+                def close(self):
+                    if not self.is_open:
+                        raise Exception('Door is already closed!')
+                    self.is_open = False
+                                </code></pre>
+                </section>
+                <section>
+                    <h3>Example - Sub-Class</h3>
+                    <pre style="position: absolute"><code class="hljs python">class FrenchDoor(Door):
+                def __init__(self, windows=6, *args, **kwargs):
+                    super().__init__(*args, **kwargs)
+                    self.windows = 6
+
+                def number_of_windows(self):
+                    return self.windows
+                                                </code></pre>
+                </section>
+            </section>
+            <section>
+                <section>
+                    <h2>Loops</h2>
+                    <p>Python uses an iterator protocol</p>
+                    <p>Avoid using indicies. They're <em>usually</em> not needed</p>
+                    <p>If you <em>do</em> need indices, use <code>enumerate()</code></p>
+                </section>
+                <section>
+                    <h3>Example - Loop X Times</h3>
+                    <div>
+                        <pre style="position: absolute"><code class="hljs python">
+            squares = []
 
+            for i in [1, 2, 3, 4, 5]:
+                squares.append(i ** i)
+                                            </code></pre>
+                        <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
+            squares = []
 
-print(meal.format(', '.join(food_items)))
+            for i in range(1, 6):
+                squares.append(i ** i)
+                                            </code></pre>
+                        <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
+            squares = [i ** i for i in range(1, 5)]
 
 
-                        </code></pre>
-                    </section>
-                    <section>
-                        <h3>Example - Multi-Line Strings</h3>
-                        <pre style="position: absolute"><code class="hljs python" contenteditable>
-import json
-json_string = '''
-{
-    "name": "Michael",
-    "age": 30,
-    "languages": [
-        "english",
-        "python"
-    ]
 
-}
-'''
+                                                            </code></pre>
+                    </div>
+                </section>
+                <section>
+                    <h3>Example - Loop over Sequences</h3>
+                    <div>
+                        <pre style="position: absolute"><code class="hljs python">
+            colours = ['red', 'blue', 'green', 'yellow']
+
+            for i in range(len(colours)):
+                print('I love the colour {0}'.format(colours[i]))
+                                        </code></pre>
+                        <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
+            colours = ['red', 'blue', 'green', 'yellow']
+
+            for colour in colours:
+                print(f'I love the colour {colour}')
+                                        </code></pre>
+                        <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
+            colours = ['red', 'blue', 'green', 'yellow']
+
+            for colour in reversed(colours):  # Backwards!
+                print(f'I love the colour {colour}')
+                                        </code></pre>
+                    </div>
+                </section>
+                <section>
+                    <h3>Example - Looping With Indices</h3>
+                    <div>
+                        <pre style="position: absolute"><code class="hljs python">
+            colours = ['red', 'blue', 'green', 'yellow']
+
+            for i in range(len(colours)):
+                print(i, '-->', colours[i])
+                                        </code></pre>
+                        <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
+            colours = ['red', 'blue', 'green', 'yellow']
+
+            for i, colour in enumerate(colours):
+                print(f'{i} --> {colour}')
+                                        </code></pre>
+                        <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
+            colours = ['red', 'blue', 'green', 'yellow']
+
+            for colour in reversed(colours):  # Backwards!
+                print(f'I love the colour {colour}')
+                                        </code></pre>
+                    </div>
+                </section>
+                <section>
+                    <h3>Example - Looping Over Two Sequences</h3>
+                    <div>
+                        <pre style="position: absolute"><code class="hljs python">
+            names = ['Bob', 'Sally', 'Jane']
+            colours = ['red', 'blue', 'green', 'yellow']
 
-person = json.loads(json_string)
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-story = (
-    'The quick brown fox '
-    'jumped over the '
-    'lazy dog.'
-)
+            min_len = min(len(names), len(colours))
 
+            for i in range(min_len):
+                print(names[i], 'likes', colours[i])
+                                        </code></pre>
+                        <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
+            names = ['Bob', 'Sally', 'Jane']
+            colours = ['red', 'blue', 'green', 'yellow']
 
 
 
-print(story)
->> 'The quick brown fox jumped over the lazy dog.'
+            for name, colour in zip(names, colours):
+                print(f'{name} likes {colour}!')
+                                        </code></pre>
+                    </div>
+                </section>
+                <section>
+                    <h3>Example - Sorted Looping</h3>
+                    <div>
+                        <pre style="position: absolute"><code class="hljs python">
+            colors = ['red', 'green', 'blue', 'yellow']
+
+            for color in sorted(colors):
+                print(color)
+                                        </code></pre>
+                        <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
+            colors = ['red', 'green', 'blue', 'yellow']
+
+            for color in sorted(colors, reverse=True):  # Backwards!
+                print(color)
+                                        </code></pre>
+                    </div>
+                </section>
+                <section>
+                    <h2>A little more advanced...</h2>
+                </section>
+                <section>
+                    <h3>Example - Loop Until Sentinel</h3>
+                    <div>
+                        <pre style="position: absolute"><code class="hljs python">
+            blocks = []
+
+            while True:
+                block = f.read(32)
+                if block == '':
+                    break
+                blocks.append(block)
+                                        </code></pre>
+                        <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
+            blocks = []
+            read_32_bytes = partial(f.read, 32)
+
+
+
+            for block in iter(read_32_bytes, ''):
+                blocks.append(block)
+                                        </code></pre>
+                    </div>
+                </section>
+                <section>
+                    <h3>Example - For Else</h3>
+                    <div>
+                        <pre style="position: absolute"><code class="hljs python">
+            def find(sequence, target):
+                found = False
+
+                for i, value in enumerate(sequence):
+                    if value == target:
+                        found = True
+                        break
+
+                if not found:
+                    return -1
+                return i
+                                        </code></pre>
+                        <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
+            def find(sequence, target):
+
+
+                for i, value in enumerate(sequence):
+                    if value == target:
+                        break
+                else:
+                    return -1
+
+
+                return i
+                                        </code></pre>
+                    </div>
+                </section>
+            </section>
+            <section>
+                <section>
+                    <h2>Dictionaries</h2>
+                    <p>Almost everything in Python is a <code>dict</code></p>
+                    <p>Effectively using dictionaries is important for pythonic code</p>
+                </section>
+                <section>
+                    <h3>Example - Loop Over Keys</h3>
+                    <pre><code class="hljs python">novel = {
+                'title': 'Don Quixote',
+                'author': 'Miguel De Cervantes',
+                'pages': 1072,
+                'ISBN': '978-0142437230'
+            }
+
+            for key in novel:
+                print(key)</code></pre>
+                    <pre class="fragment fade-in"><code class="hljs python" contenteditable># Can also use .keys() to get a set-like view
+
+            for key in novel.keys():
+                print(key)
+                                        </code></pre>
+                </section>
+                <section>
+                    <h3>Example - Loop Over Values</h3>
+                    <pre style="position: absolute"><code class="hljs python">
+            novel = {
+                'title': 'Don Quixote',
+                'author': 'Miguel De Cervantes',
+                'pages': 1072,
+                'ISBN': '978-0142437230'
+            }
+
+            for key in novel:
+                print(novel[key])
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            novel = {
+                'title': 'Don Quixote',
+                'author': 'Miguel De Cervantes',
+                'pages': 1072,
+                'ISBN': '978-0142437230'
+            }
+
+            for value in novel.values():
+                print(value)
+                                        </code></pre>
+                </section>
+                <section>
+                    <h3>Example - Loop Over Keys and Values</h3>
+                    <pre style="position: absolute"><code class="hljs python">
+            novel = {
+                'title': 'Don Quixote',
+                'author': 'Miguel De Cervantes',
+                'pages': 1072,
+                'ISBN': '978-0142437230'
+            }
+
+            for key in novel:
+                print(key, '-->', novel[key])
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            novel = {
+                'title': 'Don Quixote',
+                'author': 'Miguel De Cervantes',
+                'pages': 1072,
+                'ISBN': '978-0142437230'
+            }
+
+            for key, value in novel.items():
+                print(key, '-->', value)
+                                        </code></pre>
+                </section>
+                <section>
+                    <h3>Example - Construct a Dictionary</h3>
+                    <pre style="position: absolute"><code class="hljs python">
+            keys = ['title', 'author', 'pages', 'ISBN']
+            values = [
+                'Don Quixote',
+                'Miguel De Cervantes',
+                1072,
+                '978-0142437230'
+            ]
 
+            novel = {}
 
+            for i, key in enumerate(keys):
+                novel[key] = values[i]
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            keys = ['title', 'author', 'pages', 'ISBN']
+            values = [
+                'Don Quixote',
+                'Miguel De Cervantes',
+                1072,
+                '978-0142437230'
+            ]
 
-                        </code></pre>
-                    </section>
+
+            novel = dict(zip(keys, values))
+
+
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            keys = ['title', 'author', 'pages', 'ISBN']
+            values = [
+                'Don Quixote',
+                'Miguel De Cervantes',
+                1072,
+                '978-0142437230'
+            ]
+
+
+            novel = {k: v for k, v in zip(keys, values)}
+
+
+                                    </code></pre>
                 </section>
                 <section>
-                    <section>
-                        <h2>Updating Sequences</h2>
-                        <p>If updating the beginning of a list, use <code>deque</code></p>
-                    </section>
-                    <section>
-                        <h3>Example - <code>deque</code></h3>
-                        <pre style="position: absolute"><code class="hljs python" contenteditable>
-names = ['sally', 'ann', 'jimmy', 'bobby']
+                    <h3>Example - Counting With A Dictionary</h3>
+                    <pre style="position: absolute"><code class="hljs python">
+            story = (
+                'peter piper picked a peck of pickled peppers '
+                'a peck of pickled peppers peter piper picked'
+            )
+
+            counter = {}
+            for word in story.split():
+                if word not in counter:
+                    counter[word] = 0
 
-# VERY SLOW - Need to shift everything in the list around
-del names[0]
-names.pop(0)
-names.insert(0, 'sue')
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>from collections import deque
-names = deque(['sally', 'ann', 'jimmy', 'bobby'])
+                counter[word] += 1
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            story = (
+                'peter piper picked a peck of pickled peppers '
+                'a peck of pickled peppers peter piper picked'
+            )
 
-# O(1) time! 🔥 - Double ended queue to the rescue!
-del names[0]
-names.pop(0)
-names.insert(0, 'sue')
-                        </code></pre>
-                    </section>
+            counter = {}
+            for word in story.split():
+                counter[word] = counter.get(word, 0) + 1
+
+
+
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>from collections import defaultdict
+            story = (
+                'peter piper picked a peck of pickled peppers '
+                'a peck of pickled peppers peter piper picked'
+            )
+
+            counter = defaultdict(int)
+            for word in story.split():
+                counter[word] += 1
+
+
+
+                                    </code></pre>
                 </section>
                 <section>
-                    <section>
-                        <h2>Decorators and Context Managers</h2>
-                        <p>Advanced features for expert pythonistas</p>
-                        <p>Separates business and admin logic</p>
-                        <p>Clean refactoring tools that improve code reuse</p>
-                    </section>
-                    <section>
-                        <h3>Example - Decorator</h3>
-                        <pre style="position: absolute"><code class="hljs python" contenteditable>import urllib.request
+                    <h3>Example - Grouping With A Dictionary</h3>
+                    <pre style="position: absolute"><code class="hljs python">
+            colours = [
+                'red', 'green', 'blue', 'magenta',
+                'purple', 'brown', 'yellow'
+            ]
+
+            groups = {}
+            for colour in colours:
+                key = len(colour)
+                if key not in groups:
+                    groups[key] = []
 
+                groups[key].append(colour)
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            colours = [
+                'red', 'green', 'blue', 'magenta',
+                'purple', 'brown', 'yellow'
+            ]
 
+            groups = {}
+            for colour in colours:
+                key = len(colour)
+                groups.setdefault(key, []).append(colour)
 
-def get_url(url, cache={}):
-    if url in cache:
-        return cache[url]
 
-    with urllib.request.urlopen(url) as response:
-        page = response.read()
 
-    cache[url] = page
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>from collections import defaultdict
+            colours = [
+                'red', 'green', 'blue', 'magenta',
+                'purple', 'brown', 'yellow'
+            ]
 
-    return page
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>import urllib.request
-from decorators import cache
+            groups = defaultdict(list)
+            for colour in colours:
+                key = len(colour)
+                groups[key].append(colour)
 
-@cache
-def get_url(url):
-    with urllib.request.urlopen(url) as response:
-        return response.read()
 
 
+                                    </code></pre>
+                </section>
+                <section>
+                    <h3>Example - Linking Dictionaries</h3>
+                    <pre style="position: absolute"><code class="hljs python">
+            import os
+            import argparse
+
+            defaults = {'username': 'noseworthy', 'debug': False}
+            parser = argparse.ArgumentParser()
+            parser.add_argument('-d', '--debug', action='store_true')
+            namespace = parser.parse_args(['-d'])
+            command_line_args = {
+                k: v for k, v in vars(namespace).items() if v
+            }
+
+            args = defaults.copy()
+            args.update(os.environ)
+            args.update(command_line_args)
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>from collections import ChainMap
+            import os
+            import argparse
+
+            defaults = {'username': 'noseworthy', 'debug': False}
+            parser = argparse.ArgumentParser()
+            parser.add_argument('-d', '--debug', action='store_true')
+            namespace = parser.parse_args(['-d'])
+            command_line_args = {
+                k: v for k, v in vars(namespace).items() if v
+            }
+
+            args = ChainMap(command_line_args, os.environ, defaults)
+
+                                    </code></pre>
+                </section>
+            </section>
+            <section>
+                <section>
+                    <h2>Improve Clarity</h2>
+                    <p>Use keywords and names over positional args and indices</p>
+                    <p>Use namedtuple to add names to tuple fields</p>
+                </section>
+                <section>
+                    <h3>Example - Unpack Sequences</h3>
+                    <pre style="position: absolute"><code class="hljs python">
+            person = (
+                'mike', 'noseworthy', 0x1E, 'https://github.com/noseworthy'
+            )
+
+            first_name = person[0]
+            last_name = person[1]
+            age = person[2]
+            website = person[3]
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            person = (
+                'mike', 'noseworthy', 0x1E, 'https://github.com/noseworthy'
+            )
+
+            first_name, last_name, age, website = person
+
+            # This is atomic, and easier to read!
+
+                                    </code></pre>
+                </section>
+                <section>
+                    <h3>Example - Keyword Arguments</h3>
+                    <pre style="position: absolute"><code class="hljs python" contenteditable>
+            # what the heck does this do?
+            repo_search('noseworthy', 10, True)
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            # Now it's a little clearer
+            repo_search(username='noseworthy', limit=10, forks=True)
+
+            # It probably searches github for repos owned by
+            # the user 'noseworthy', returns a max of 10,
+            # and includes forked repos.
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            def add_contact(f_name, l_name, age, website):
+                ...
+
+            person = (
+                'mike', 'noseworthy', 0x1E, 'https://github.com/noseworthy'
+            )
+
+
+            # unpack sequence as positional arguments
+            add_contact(*person)
+
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            def add_contact(f_name, l_name, age, website):
+                ...
+
+
+            person = {
+                'f_name': 'mike',
+                'l_name': 'noseworthy',
+                'age': 0x1E,
+                'website': 'https://github.com/noseworthy'
+            }
+
+            # unpack mapping as keyword based parameters
+            add_contact(**person)
+                                    </code></pre>
+                </section>
 
+                <section>
+                    <h3>Example - Update Multiple States</h3>
+                    <pre style="position: absolute"><code class="hljs python" contenteditable>
+            def fibonacci(n):
+                x = 0
+                y = 1
+                for i in range(n):
+                    print(x)
+                    t = y
+                    y = x + y
+                    x = t
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            def fibonacci(n):
+                x, y = 0, 1
+
+                for i in range(n):
+                    print(x)
+                    x, y = y, x + y
+
+
+                                    </code></pre>
+                </section>
+                <section>
+                    <h3>Example - Clarify Multiple Returns</h3>
+                    <pre style="position: absolute"><code class="hljs python" contenteditable>
+            # Who's a what now? 🤔
+            tester.runtest()
+            >> (10, 1, 3, 14)
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            # 😲 Much Better.
+            tester.runtest()
+            >> TestResult(passed=10, failed=1, skipped=3, total=14)
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            from collections import namedtuple
+
+            TestResult = namedtuple(
+                'TestResult',
+                ['passed', 'failed', 'skipped', 'total']
+            )
+
+            def runtest():
+                ...
+                return TestResult(passed, failed, skipped, total)
+                                    </code></pre>
+                </section>
+            </section>
+            <section>
+                <section>
+                    <h2>Efficiency</h2>
+                    <p>Don't move data around unnecessarily</p>
+                    <p>Cache hits are fast, misses are slow</p>
+                    <p>Use generators instead of loading all data into memory</p>
+                </section>
+                <section>
+                    <h3>Example - Sums</h3>
+                    <pre style="position: absolute"><code class="hljs python" contenteditable>
+            def first_n(n)
+                num, numbers = 0, []
+                while num &lt; n:
+                    numbers.append(num)
+                    num += 1
+                return numbers
+
+            sum_of_first_n = sum(first_n(1_000_000))
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            def first_n(n)
+                num = 0
+                while num &lt; n:
+                    yield num
+                    num += 1
+
+
+            sum_of_first_n = sum(first_n(1_000_000))
+                                    </code></pre>
+                </section>
+                <section>
+                    <h3>Example - List Comprehensions</h3>
+                    <pre style="position: absolute"><code class="hljs python" contenteditable>
+            result = []
+            for i in range(10):
+                s = i ** 2
+                result.append(s)
+
+            sum_of_squares = sum(result)
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
 
 
 
 
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>from functools import wraps
-
-def cache(func):
-    cache = {}
-
-    @wraps(func)
-    def wrapped_func(*args):
-        if args in cache:
-            return cache[args]
-        result = func(*args)
-        saved[args] = result
-        return result
-
-    return wrapped_func
-
-                        </code></pre>
-                    </section>
-                    <section>
-                        <h3>Use <code>functools.lru_cache</code></h3>
-                        <p>This was added in Python 3.2</p>
-                        <p>Just use this where applicable</p>
-                    </section>
-                    <section>
-                        <h3>Example - Read File</h3>
-                        <pre style="position: absolute"><code class="hljs python" contenteditable>
-def get_words(file_path):
-    f = open(file, 'r')
-    try:
-        data = f.read()
-    finally:
-        f.close()
-    return data.split()
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-def get_words(file_path):
-    with open(file, 'r') as f:
-        data = f.read()
-
-    return data.split()
-
-
-                        </code></pre>
-                    </section>
-                    <section>
-                        <h3>Example - Locks</h3>
-                        <pre style="position: absolute"><code class="hljs python" contenteditable>import threading
-lock = threading.lock()
-
-lock.acquire()
-try:
-    print('Critical Section 1')
-    print('Critical Section 2')
-finally:
-    lock.release()
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-lock = threading.lock()
-
-lock.acquire()
-with lock:
-    print('Critical Section 1')
-    print('Critical Section 2')
-
-
-                        </code></pre>
-                    </section>
+            # list comprehension (clearer, but fills memory)
+            sum_of_squares = sum([i ** 2 for i in range(10)])
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
 
-                    <section>
-                        <h3>Example - <em>Explicitly</em> Silence Exceptions</h3>
-                        <pre style="position: absolute"><code class="hljs python" contenteditable>import os
 
-try:
-    os.remove('file.png')
-except OSError:
-    pass
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>import os
-from contextlib import suppress
 
-with suppress(OSError):
-    os.remove('file.png')
 
-                        </code></pre>
-                    </section>
+            # generator expression (Clear AND fast and space efficient)
+            sum_of_squares = sum(i ** 2 for i in range(10))
+                                    </code></pre>
+                </section>
+            </section>
+            <section>
+                <section>
+                    <h2>String Handling</h2>
+                    <p>Use <code>join</code>, don't use <code>+</code></p>
+                    <p>Use <code>'''</code> or <code>"""</code> for multi-line string literals</p>
+                    <p>Two strings next to each other will automatically concat</p>
                 </section>
                 <section>
-                    <section>
-                        <h2>Stop Writing Classes</h2>
-                        <p>Some of you are going to want a class for everything</p>
-                        <p>Classes are great, but not everything is a class</p>
-                        <p>Sometimes a class, is really just a function</p>
-                    </section>
-                    <section>
-                        <h2>Truth</h2>
-                        <img style="border: none" src="./content/tweet.png" alt="John Carmack - Sometimes, the elegant implementation is just a function.  Not a method.  Not a class.  Not a framework.  Just a function." />
-                    </section>
-                    <section>
-                        <h3>Example - Not a Class</h3>
-                        <pre style="position: absolute"><code class="hljs python" contenteditable>
-class Greeting:
-    def __init__(self, greet):
-        self.greet = greet
+                    <h3>Example - String Concat</h3>
+                    <pre style="position: absolute"><code class="hljs python" contenteditable>
+            food_items = ['spam', 'sausage', 'eggs', 'bacon', 'toutons']
 
-    def say_greeting(name):
-        print(self.greet + name)
+            meal = 'I ate: ' + food_items[0]
+            for food in food_items[1:]:
+                meal += ', ' + food
 
-g = Greeting('Hello there, ')
+            meal += ' for breakfast!'
 
-g.say_greeting('Michael')
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
+            print(meal)
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            food_items = ['spam', 'sausage', 'eggs', 'bacon', 'toutons']
 
 
+            meal = 'I ate: {0} for breakfast!'
 
-def greet(greeting, name):
-        print(greeting + name)
 
-greet('Hello there,', 'Michael')
+            print(meal.format(', '.join(food_items)))
 
 
+                                    </code></pre>
+                </section>
+                <section>
+                    <h3>Example - Multi-Line Strings</h3>
+                    <pre style="position: absolute"><code class="hljs python" contenteditable>
+            import json
+            json_string = '''
+            {
+                "name": "Michael",
+                "age": 30,
+                "languages": [
+                    "english",
+                    "python"
+                ]
 
-                        </code></pre>
-                    </section>
-                    <section>
-                        <h3>Empty Classes</h3>
-                        <pre style="position: absolute"><code class="hljs python" contenteditable>
-# Why!?!
-class Flow:
-    pass
+            }
+            '''
 
-                        </code></pre>
-                    </section>
-                    <section>
-                        <h3>Example - Non-Pythonic Class</h3>
-                        <pre style="position: absolute"><code class="hljs python" contenteditable>
-class School:
-    def __init__(self, students):
-        self.students = students or []
+            person = json.loads(json_string)
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            story = (
+                'The quick brown fox '
+                'jumped over the '
+                'lazy dog.'
+            )
 
-    def enroll(self, student):
-        self.students.append(student)
 
-    def class_size(self):
-        return len(self.students)
 
-    ...
 
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
-class School:
-    def __init__(self, students):
-        self.students = students or []
+            print(story)
+            >> 'The quick brown fox jumped over the lazy dog.'
 
-    def enroll(self, student):
-        self.students.append(student)
 
-    def __len__(self):
-        return len(self.students)
 
-    ...
+                                    </code></pre>
+                </section>
+            </section>
+            <section>
+                <section>
+                    <h2>Updating Sequences</h2>
+                    <p>If updating the beginning of a list, use <code>deque</code></p>
+                </section>
+                <section>
+                    <h3>Example - <code>deque</code></h3>
+                    <pre style="position: absolute"><code class="hljs python" contenteditable>
+            names = ['sally', 'ann', 'jimmy', 'bobby']
+
+            # VERY SLOW - Need to shift everything in the list around
+            del names[0]
+            names.pop(0)
+            names.insert(0, 'sue')
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>from collections import deque
+            names = deque(['sally', 'ann', 'jimmy', 'bobby'])
+
+            # O(1) time! 🔥 - Double ended queue to the rescue!
+            del names[0]
+            names.pop(0)
+            names.insert(0, 'sue')
+                                    </code></pre>
+                </section>
+            </section>
+            <section>
+                <section>
+                    <h2>Decorators and Context Managers</h2>
+                    <p>Advanced features for expert pythonistas</p>
+                    <p>Separates business and admin logic</p>
+                    <p>Clean refactoring tools that improve code reuse</p>
+                </section>
+                <section>
+                    <h3>Example - Decorator</h3>
+                    <pre style="position: absolute"><code class="hljs python" contenteditable>import urllib.request
 
-                        </code></pre>
-                        <pre style="position: absolute"  class="fragment fade-in"><code class="hljs python" contenteditable>
 
 
-# really just an array...
-school = [student1, student2, student3]
+            def get_url(url, cache={}):
+                if url in cache:
+                    return cache[url]
 
+                with urllib.request.urlopen(url) as response:
+                    page = response.read()
 
+                cache[url] = page
 
+                return page
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>import urllib.request
+            from decorators import cache
 
+            @cache
+            def get_url(url):
+                with urllib.request.urlopen(url) as response:
+                    return response.read()
 
 
 
 
-                        </code></pre>
-                    </section>
-                    <section>
-                        <h3>Super Trivial Examples</h3>
-                        <p>But these do happen</p>
-                        <p>They do obfuscate your code</p>
-                    </section>
-                    <section>
-                        <h3>Use the class level dunders</h3>
-                        <ul>
-                            <li>__call__</li>
-                            <li>__len__</li>
-                            <li>__setitem__</li>
-                            <li>__getitem__</li>
-                            <li>__iter__</li>
-                            <li>etc...</li>
-                        </ul>
-                        <p>Allows you to use the class with standard operators</p>
-                    </section>
-                </section>
-                <section>
-                    <section>
-                        <h2>Big 'Ol Refactor</h2>
-                    </section>
-                </section>
-                <section>
-                    <section>
-                        <h2>My Setup</h2>
-                        <img src="https://imgs.xkcd.com/comics/python_environment.png" alt="XKCD Python Environment" />
-                    </section>
-                    <section>
-                        <h3>What are you building?</h3>
-                        <p>Script?</p>
-                        <p>Library/Package?</p>
-                        <p>Application?</p>
-                    </section>
-                    <section>
-                        <h3>Install Python</h3>
-                        <pre><code class="hljs bash">
-$ brew install python
-                        </code></pre>
-                        <pre><code class="hljs bash">
-$ curl -L https://github.com/pyenv/pyenv-installer/raw/master/bin/pyenv-installer | bash
-$ pyenv install 3.6.5
-$ pyenv global 3.6.5
-                        </code></pre>
-                    </section>
-                    <section>
-                        <h3>Create VirtualEnv</h3>
-                        <pre><code class="hljs bash">
-$ mkdir project && cd project
-$ python -m venv .venv/project
-$ . .venv/project/bin/activate
-                        </code></pre>
-                        <pre><code class="hljs bash">
-$ pyenv virtualenv project
-$ mkdir project && cd project
-$ pyenv local project
-                        </code></pre>
-                    </section>
-                    <section>
-                        <h3><code>pip install</code> to your hearts content!</h3>
-                        <p>This setup is pretty good, I think</p>
-                        <p>Keeps dependencies isolated to projects</p>
-                        <p>The PYPA is now recommending <code>pipenv</code></p>
-                        <p>I haven't used it, though I hear it is good</p>
-                    </section>
-                    <section>
-                        <h3>Daily Workflow</h3>
-                        <p>
-                            I use the <code>ipython</code> interpreter and the
-                            <code>pudb</code> debugger daily
-                        </p>
-                        <p>
-                            My daily workflow sees me in ipython playing with
-                            data and apis and testing things out before codifying them
-                        </p>
-                    </section>
-                </section>
-                <section>
-                    <h2>Bonus Unsolicited Opinions!</h2>
-                    <ul>
-                        <li>Don't leave module level code around</li>
-                        <li>Adopt the style of your project and team, but try to be pythonic otherwise</li>
-                        <li>Don't put too much in <code>__init__.py</code></li>
-                        <li>Use classes sparingly</li>
-                        <li>Type hints can be useful though I haven't used them much</li>
-                    </ul>
+
+
+
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>from functools import wraps
+
+            def cache(func):
+                cache = {}
+
+                @wraps(func)
+                def wrapped_func(*args):
+                    if args in cache:
+                        return cache[args]
+                    result = func(*args)
+                    saved[args] = result
+                    return result
+
+                return wrapped_func
+
+                                    </code></pre>
                 </section>
                 <section>
-                    <h2>Resources</h2>
-                    <ul>
-                        <li><a href="https://youtu.be/OSGv2VnC0go">Raymond Hettinger - Transforming Code into Beautiful, Idiomatic Python</a></li>
-                        <li><a href="https://youtu.be/wf-BqAjZb8M">Raymond Hettinger - Beyond PEP8</a></li>
-                        <li><a href="https://youtu.be/o9pEzgHorH0">Jack Diederich - Stop Writing Classes</a></li>
-                        <li><a href="http://docs.python-guide.org/en/latest/">The Hitchhiker's Guide to Python</a></li>
-                    </ul>
+                    <h3>Use <code>functools.lru_cache</code></h3>
+                    <p>This was added in Python 3.2</p>
+                    <p>Just use this where applicable</p>
+                </section>
+                <section>
+                    <h3>Example - Read File</h3>
+                    <pre style="position: absolute"><code class="hljs python" contenteditable>
+            def get_words(file_path):
+                f = open(file, 'r')
+                try:
+                    data = f.read()
+                finally:
+                    f.close()
+                return data.split()
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            def get_words(file_path):
+                with open(file, 'r') as f:
+                    data = f.read()
+
+                return data.split()
+
+
+                                    </code></pre>
                 </section>
                 <section>
-                    <h1>Thanks For Your Attention!</h1>
+                    <h3>Example - Locks</h3>
+                    <pre style="position: absolute"><code class="hljs python" contenteditable>import threading
+            lock = threading.lock()
+
+            lock.acquire()
+            try:
+                print('Critical Section 1')
+                print('Critical Section 2')
+            finally:
+                lock.release()
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            lock = threading.lock()
+
+            with lock:
+                print('Critical Section 1')
+                print('Critical Section 2')
+
+
+                                    </code></pre>
                 </section>
+
                 <section>
-                    <h2>Questions?</h2>
+                    <h3>Example - <em>Explicitly</em> Silence Exceptions</h3>
+                    <pre style="position: absolute"><code class="hljs python" contenteditable>import os
+
+            try:
+                os.remove('file.png')
+            except OSError:
+                pass
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>import os
+            from contextlib import suppress
+
+            with suppress(OSError):
+                os.remove('file.png')
+
+                                    </code></pre>
+                </section>
+            </section>
+            <section>
+                <section>
+                    <h2>Stop Writing Classes</h2>
+                    <p>Some of you are going to want a class for everything</p>
+                    <p>Classes are great, but not everything is a class</p>
+                    <p>Sometimes a class, is really just a function</p>
+                </section>
+                <section>
+                    <h2>Truth</h2>
+                    <img style="border: none" src="./content/tweet.png"
+                        alt="John Carmack - Sometimes, the elegant implementation is just a function.  Not a method.  Not a class.  Not a framework.  Just a function." />
+                </section>
+                <section>
+                    <h3>Example - Not a Class</h3>
+                    <pre style="position: absolute"><code class="hljs python" contenteditable>
+            class Greeting:
+                def __init__(self, greet):
+                    self.greet = greet
+
+                def say_greeting(name):
+                    print(self.greet + name)
+
+            g = Greeting('Hello there, ')
+
+            g.say_greeting('Michael')
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+
+
+
+            def greet(greeting, name):
+                    print(greeting + name)
+
+            greet('Hello there,', 'Michael')
+
+
+
+                                    </code></pre>
                 </section>
-            </div>
+                <section>
+                    <h3>Empty Classes</h3>
+                    <pre style="position: absolute"><code class="hljs python" contenteditable>
+            # Why!?!
+            class Flow:
+                pass
+
+                                    </code></pre>
+                </section>
+                <section>
+                    <h3>Example - Non-Pythonic Class</h3>
+                    <pre style="position: absolute"><code class="hljs python" contenteditable>
+            class School:
+                def __init__(self, students):
+                    self.students = students or []
+
+                def enroll(self, student):
+                    self.students.append(student)
+
+                def class_size(self):
+                    return len(self.students)
+
+                ...
+
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+            class School:
+                def __init__(self, students):
+                    self.students = students or []
+
+                def enroll(self, student):
+                    self.students.append(student)
+
+                def __len__(self):
+                    return len(self.students)
+
+                ...
+
+                                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
+
+
+            # really just an array...
+            school = [student1, student2, student3]
+
+
+
+
+
+
+
+
+                                    </code></pre>
+                </section>
+                <section>
+                    <h3>Super Trivial Examples</h3>
+                    <p>But these do happen</p>
+                    <p>They do obfuscate your code</p>
+                </section>
+                <section>
+                    <h3>Use the class level dunders</h3>
+                    <ul>
+                        <li>__call__</li>
+                        <li>__len__</li>
+                        <li>__setitem__</li>
+                        <li>__getitem__</li>
+                        <li>__iter__</li>
+                        <li>etc...</li>
+                    </ul>
+                    <p>Allows you to use the class with standard operators</p>
+                </section>
+            </section>
+            <section>
+                <section>
+                    <h2>Big 'Ol Refactor</h2>
+                </section>
+            </section>
+            <section>
+                <h2>Bonus Unsolicited Opinions!</h2>
+                <ul>
+                    <li>Don't leave module level code around</li>
+                    <li>Adopt the style of your project and team, but try to be pythonic otherwise</li>
+                    <li>Don't put too much in <code>__init__.py</code></li>
+                    <li>Use classes sparingly</li>
+                    <li>Type hints can be useful though I haven't used them much</li>
+                </ul>
+            </section>
+            <section>
+                <h2>Resources</h2>
+                <ul>
+                    <li><a href="https://youtu.be/OSGv2VnC0go">Raymond Hettinger - Transforming Code into Beautiful,
+                            Idiomatic Python</a></li>
+                    <li><a href="https://youtu.be/wf-BqAjZb8M">Raymond Hettinger - Beyond PEP8</a></li>
+                    <li><a href="https://youtu.be/o9pEzgHorH0">Jack Diederich - Stop Writing Classes</a></li>
+                    <li><a href="http://docs.python-guide.org/en/latest/">The Hitchhiker's Guide to Python</a></li>
+                    <li><a href="https://realpython.com/">Real Python</a></li>
+                </ul>
+            </section>
+            <section>
+                <h1>Thanks For Your Attention!</h1>
+            </section>
+            <section>
+                <h2>Questions?</h2>
+            </section>
         </div>
-        <script>
-            (
-                function() {
+    </div>
+    <script>
+        (
+            function () {
                 // Full list of configuration options available at:
                 // https://github.com/hakimel/reveal.js#configuration
                 Reveal.initialize({
@@ -1198,15 +1549,16 @@ <h2>Questions?</h2>
                     transition: 'convex', // none/fade/slide/convex/concave/zoom
                     // Optional reveal.js plugins
                     dependencies: [
-                        { src: '../../lib/js/classList.js', condition: function() { return !document.body.classList; } },
-                        { src: '../../plugin/markdown/marked.js', condition: function() { return !!document.querySelector( '[data-markdown]' ); } },
-                        { src: '../../plugin/markdown/markdown.js', condition: function() { return !!document.querySelector( '[data-markdown]' ); } },
-                        { src: '../../plugin/highlight/highlight.js', async: true, condition: function() { return !!document.querySelector( 'pre code' ); }, callback: function() { hljs.initHighlightingOnLoad(); } },
+                        { src: '../../lib/js/classList.js', condition: function () { return !document.body.classList; } },
+                        { src: '../../plugin/markdown/marked.js', condition: function () { return !!document.querySelector('[data-markdown]'); } },
+                        { src: '../../plugin/markdown/markdown.js', condition: function () { return !!document.querySelector('[data-markdown]'); } },
+                        { src: '../../plugin/highlight/highlight.js', async: true, condition: function () { return !!document.querySelector('pre code'); }, callback: function () { hljs.initHighlightingOnLoad(); } },
                         { src: '../../plugin/zoom-js/zoom.js', async: true },
                         { src: '../../plugin/notes/notes.js', async: true }
                     ]
                 });
-        })();
-        </script>
-    </body>
+            })();
+    </script>
+</body>
+
 </html>

From 8fd804e2ada38c75d98edcc65ba8eb31e0ec37fc Mon Sep 17 00:00:00 2001
From: Mike Noseworthy <mike.noseworthy@verafin.com>
Date: Thu, 18 Apr 2019 09:02:27 -0230
Subject: [PATCH 2/2] Fix indentation

---
 talks/python-intro/python-intro.html | 898 +++++++++++++--------------
 1 file changed, 448 insertions(+), 450 deletions(-)

diff --git a/talks/python-intro/python-intro.html b/talks/python-intro/python-intro.html
index 340fe63..8d2502c 100644
--- a/talks/python-intro/python-intro.html
+++ b/talks/python-intro/python-intro.html
@@ -173,7 +173,7 @@ <h2>Importing Packages</h2>
                     <p>The python <code>import</code> statement can be confusing</p>
                     <p>It finds and loads python modules and packages.</p>
                     <pre><code class="hljs python">import foo
-            from bar.baz import shrubbery as shrub</code></pre>
+from bar.baz import shrubbery as shrub</code></pre>
                 </section>
                 <section>
                     <h2>Finding Packages</h2>
@@ -187,14 +187,14 @@ <h2>Finding Packages</h2>
                     <h2>Finding Packages - ctd.</h2>
                     <p>Example <code>sys.path</code></p>
                     <pre><code class="hljs python">&gt;&gt;&gt; import sys
-            &gt;&gt;&gt; print(sys.path)
+&gt;&gt;&gt; print(sys.path)
 
-            [
-                "",
-                "~/.pyenv/versions/3.7.3/lib/python3.7",
-                "~/.pyenv/versions/3.7.3/lib/python3.7/lib-dynload",
-                "~/.pyenv/versions/3.7.3/lib/python3.7/site-packages"
-            ]</code></pre>
+[
+    "",
+    "~/.pyenv/versions/3.7.3/lib/python3.7",
+    "~/.pyenv/versions/3.7.3/lib/python3.7/lib-dynload",
+    "~/.pyenv/versions/3.7.3/lib/python3.7/site-packages"
+]</code></pre>
                 </section>
                 <section>
                     <h2>Loading Packages</h2>
@@ -206,37 +206,37 @@ <h2>Loading Packages</h2>
                     <h2>Loading Example</h2>
                     <p>Let's load <code>my_package</code></p>
                     <pre><code class="hljs bash">my_package
-            ├─ __init__.py
-            ├─ submodule.py
-            └─ util.py</code></pre>
+├─ __init__.py
+├─ submodule.py
+└─ util.py</code></pre>
                 </section>
                 <section>
                     <h2>Loading Example - ctd.</h2>
                     <p>Contents of <code>__init__.py</code></p>
                     <pre><code class="hljs python"># -*- coding: utf-8 -*-
-            """Init file of my_package"""
-            print("Hello there!")
-            </code></pre>
+"""Init file of my_package"""
+print("Hello there!")
+</code></pre>
                     <p>Now let's import it!</p>
                     <pre><code class="hljs python">$ python
-            &gt;&gt;&gt; from my_package.util import do_calculation
-            Hello there!
-            >>></code></pre>
+&gt;&gt;&gt; from my_package.util import do_calculation
+Hello there!
+>>></code></pre>
                 </section>
                 <section>
                     <h2>Project Structure</h2>
                     <p>Just do this:</p>
                     <pre><code class="hljs bash">                        packagename
-                                    ├─ src
-                                    │  ├─ packagename
-                                    │  ├─ __init__.py
-                                    │  └─ ...
-                                    ├─ tests
-                                    │  └─ ...
-                                    ├─ docs
-                                    │  └─ ...
-                                    ├─ README.md
-                                    └─ setup.py</code></pre>
+                        ├─ src
+                        │  ├─ packagename
+                        │  ├─ __init__.py
+                        │  └─ ...
+                        ├─ tests
+                        │  └─ ...
+                        ├─ docs
+                        │  └─ ...
+                        ├─ README.md
+                        └─ setup.py</code></pre>
                     <small><a href="https://blog.ionelmc.ro/2014/05/25/python-packaging/"><sup>*</sup> Stolen from Ionel
                             Cristian Mărieș</a></small>
                 </section>
@@ -247,20 +247,20 @@ <h2>Application or Script Entry Point</h2>
                 <section>
                     <h4><code>packagename/src/packagename/__main__.py</code></h4>
                     <pre><code class="hljs python">#!/usr/bin/env python3
-            # -*- coding: utf-8 -*-
-            """Main entry point for my script!"""
-            from third.party.package import thing
-
-            def main():
-                """Main function running appliation loop"""
-                running = True
-                while running:
-                    do_stuff()
-                    thing(1, 2)
-
-            if __name__ == "__main__":
-                main()
-                                </code></pre>
+# -*- coding: utf-8 -*-
+"""Main entry point for my script!"""
+from third.party.package import thing
+
+def main():
+    """Main function running appliation loop"""
+    running = True
+    while running:
+        do_stuff()
+        thing(1, 2)
+
+if __name__ == "__main__":
+    main()
+                    </code></pre>
                 </section>
             </section>
             <section>
@@ -307,24 +307,24 @@ <h2><code>import this</code></h2>
                 </section>
                 <section>
                     <pre><code class="hljs text">Beautiful is better than ugly.
-            Explicit is better than implicit.
-            Simple is better than complex.
-            Complex is better than complicated.
-            Flat is better than nested.
-            Sparse is better than dense.
-            Readability counts.
-            Special cases aren't special enough to break the rules.
-            Although practicality beats purity.
-            Errors should never pass silently.
-            Unless explicitly silenced.
-            In the face of ambiguity, refuse the temptation to guess.
-            There should be one-- and preferably only one --obvious way to do it.
-            Although that way may not be obvious at first unless you're Dutch.
-            Now is better than never.
-            Although never is often better than *right* now.
-            If the implementation is hard to explain, it's a bad idea.
-            If the implementation is easy to explain, it may be a good idea.
-            Namespaces are one honking great idea -- let's do more of those!
+Explicit is better than implicit.
+Simple is better than complex.
+Complex is better than complicated.
+Flat is better than nested.
+Sparse is better than dense.
+Readability counts.
+Special cases aren't special enough to break the rules.
+Although practicality beats purity.
+Errors should never pass silently.
+Unless explicitly silenced.
+In the face of ambiguity, refuse the temptation to guess.
+There should be one-- and preferably only one --obvious way to do it.
+Although that way may not be obvious at first unless you're Dutch.
+Now is better than never.
+Although never is often better than *right* now.
+If the implementation is hard to explain, it's a bad idea.
+If the implementation is easy to explain, it may be a good idea.
+Namespaces are one honking great idea -- let's do more of those!
                                 </code></pre>
                 </section>
             </section>
@@ -342,21 +342,21 @@ <h3>What are you building?</h3>
                 <section>
                     <h3>Install Python</h3>
                     <pre><code class="hljs bash">
-                            $ curl https://pyenv.run | bash
-                            $ pyenv install 3.7.3
-                            $ pyenv global 3.7.3
-                                </code></pre>
+                        $ curl https://pyenv.run | bash
+                        $ pyenv install 3.7.3
+                        $ pyenv global 3.7.3
+                    </code></pre>
                 </section>
                 <section>
                     <h3>Some common <code>pyenv</code> commands</h3>
                     <pre><code class="hljs bash">
-            $ pyenv commands        # Show all commands
-            $ pyenv install --list  # Show versions available for install
-            $ pyenv uninstall       # Uninstall a version of python
-            $ pyenv version         # Show the current Python version
-            $ pyenv versions        # Show versions available to pyenv
-            $ pyenv update          # Update pyenv itself
-                                </code></pre>
+$ pyenv commands        # Show all commands
+$ pyenv install --list  # Show versions available for install
+$ pyenv uninstall       # Uninstall a version of python
+$ pyenv version         # Show the current Python version
+$ pyenv versions        # Show versions available to pyenv
+$ pyenv update          # Update pyenv itself
+                    </code></pre>
                 </section>
                 <section>
                     <h3>Dependency Management</h3>
@@ -372,27 +372,27 @@ <h3>Virtual Environment</h3>
                 <section>
                     <h3>Create Virtual Environment</h3>
                     <pre><code class="hljs bash">
-                            $ mkdir &lt;project&gt; && cd &lt;project&gt;
-                            $ python -m venv .venv
-                            $ . .venv/bin/activate
-                            (.venv) $ python run_command.py
-                            $ ...
-                            (.venv) $ deactivate              # when done
+            $ mkdir &lt;project&gt; && cd &lt;project&gt;
+            $ python -m venv .venv
+            $ . .venv/bin/activate
+            (.venv) $ python run_command.py
+            $ ...
+            (.venv) $ deactivate              # when done
                                 </code></pre>
                     <pre><code class="hljs bash">
-                            $ pyenv virtualenv &lt;project&gt;
-                            $ mkdir &lt;project&gt; && cd &lt;project&gt;
-                            $ pyenv local &lt;project&gt;
-                                </code></pre>
+            $ pyenv virtualenv &lt;project&gt;
+            $ mkdir &lt;project&gt; && cd &lt;project&gt;
+            $ pyenv local &lt;project&gt;
+                </code></pre>
                 </section>
                 <section>
                     <h3>Use <code>pip</code> to install third-party packages</h3>
                     <pre><code class="hljs bash">
-                (.venv) $ pip install requests  # install a package
-                (.venv) $ pip freeze            # print installed packages
-                (.venv) $ pip show &lt;package&gt;    # Show information about package
-                (.venv) $ pip search &lt;query&gt;    # Search PyPI for packages
-                                </code></pre>
+(.venv) $ pip install requests  # install a package
+(.venv) $ pip freeze            # print installed packages
+(.venv) $ pip show &lt;package&gt;    # Show information about package
+(.venv) $ pip search &lt;query&gt;    # Search PyPI for packages
+                    </code></pre>
                 </section>
                 <section>
                     <h3><code>pip install</code> to your hearts content!</h3>
@@ -408,20 +408,18 @@ <h3><code><a href="https://poetry.eustace.io">poetry</a></code></h3>
                 </section>
                 <section>
                     <h3>Install <code>poetry</code></h3>
-                    <pre><code class="hljs bash">
-            $ curl -sSL https://raw.githubusercontent.com/sdispater/poetry/master/get-poetry.py | python
-                                </code></pre>
+                    <pre><code class="hljs bash">$ curl -sSL https://raw.githubusercontent.com/sdispater/poetry/master/get-poetry.py | python</code></pre>
                 </section>
                 <section>
                     <h3>Using <code>poetry</code></h3>
                     <pre><code class="hljs bash">
-                            $ poetry new --src my-package
-                            $ poetry add [-D] &lt;package-name&gt;
-                            $ poetry remove &lt;package-name&gt;
-                            $ poetry install
-                            $ poetry build
-                            $ poetry run &lt;command&gt;
-                                </code></pre>
+$ poetry new --src my-package
+$ poetry add [-D] &lt;package-name&gt;
+$ poetry remove &lt;package-name&gt;
+$ poetry install
+$ poetry build
+$ poetry run &lt;command&gt;
+                    </code></pre>
                 </section>
                 <section>
                     <h3>REPL</h3>
@@ -433,10 +431,10 @@ <h3>REPL</h3>
                 <section>
                     <h3>Install <code>ipython</code></h3>
                     <pre><code class="hljs bash">
-                            $ pip install ipython
-                            # or
-                            $ poetry add -D ipython
-                                </code></pre>
+            $ pip install ipython
+            # or
+            $ poetry add -D ipython
+                    </code></pre>
                 </section>
                 <section>
                     <h3>Daily Workflow</h3>
@@ -491,19 +489,19 @@ <h3>Functions</h3>
                     <h3>Example - Function</h3>
                     <div>
                         <pre style="position: absolute"><code class="hljs python">def foo():
-                print("Hello, world!")
+    print("Hello, world!")
 
-            foo()
-            > Hello, world!
+foo()
+> Hello, world!
 
-            def sum_things(x, y):
-                return x + y
+def sum_things(x, y):
+    return x + y
 
-            def run_func(func, *args, **kwargs):
-                func(*args, **kwargs)
+def run_func(func, *args, **kwargs):
+    func(*args, **kwargs)
 
-            print(run_func(sum, 1, 2))
-            >  3
+print(run_func(sum, 1, 2))
+>  3
                                             </code></pre>
                     </div>
                 </section>
@@ -511,13 +509,13 @@ <h3>Example - Function</h3>
                     <h3>Example - Function</h3>
                     <div>
                         <pre><code class="hljs python">&gt;&gt;&gt; def bar(x, y, default="thing"):
-            ...    print(f'x: "{x}" | y: "{y}" | default: "{default}"')</code></pre>
+...    print(f'x: "{x}" | y: "{y}" | default: "{default}"')</code></pre>
                         <pre class="fragment fade-in"><code class="hljs python" contenteditable>&gt;&gt;&gt; bar('hi', 12)
-            x: "hi" | y: "12" | default: "thing"</code></pre>
+x: "hi" | y: "12" | default: "thing"</code></pre>
                         <pre class="fragment fade-in"><code class="hljs python" contenteditable>&gt;&gt;&gt; bar('spamalot', 'silly', 'place')
-            x: "spamalot" | y: "silly" | default: "place"</code></pre>
+x: "spamalot" | y: "silly" | default: "place"</code></pre>
                         <pre class="fragment fade-in"><code class="hljs python" contenteditable>&gt;&gt;&gt; bar(y="there", default="boo", x="hey")
-            x: "hey" | y: "there" | default: "boo"</code></pre>
+x: "hey" | y: "there" | default: "boo"</code></pre>
                     </div>
                 </section>
                 <section>
@@ -538,47 +536,47 @@ <h3>Classes</h3>
                 <section>
                     <h3>Special Dunder Methods</h3>
                     <pre style="position: absolute"><code class="hljs python">                def __init__(self[, ...]):
-                            def __del__(self):
-                            def __repr__(self):
-                            def __lt__(self, other):
-                            def __gt__(self, other):
-                            def __eq__(self, other):
-                            def __add__(self, other):
-                            def __len__(self):
-                            def __getitem__(self):
-                            def __enter__(self):
-                            ... etc.
-                                </code></pre>
+                def __del__(self):
+                def __repr__(self):
+                def __lt__(self, other):
+                def __gt__(self, other):
+                def __eq__(self, other):
+                def __add__(self, other):
+                def __len__(self):
+                def __getitem__(self):
+                def __enter__(self):
+                ... etc.
+                    </code></pre>
                 </section>
                 <section>
                     <h3>Example - Class</h3>
                     <pre style="position: absolute"><code class="hljs python">class Door:
-                def __init__(self, height: int, width: int, is_open: bool):
-                    self.height = height
-                    self.width = width
-                    self.is_open = is_open
-
-                def open(self):
-                    if self.is_open:
-                        raise Exception('Door is already open!')
-                    self.is_open = True
-
-                def close(self):
-                    if not self.is_open:
-                        raise Exception('Door is already closed!')
-                    self.is_open = False
-                                </code></pre>
+    def __init__(self, height: int, width: int, is_open: bool):
+        self.height = height
+        self.width = width
+        self.is_open = is_open
+
+    def open(self):
+        if self.is_open:
+            raise Exception('Door is already open!')
+        self.is_open = True
+
+    def close(self):
+        if not self.is_open:
+            raise Exception('Door is already closed!')
+        self.is_open = False
+                </code></pre>
                 </section>
                 <section>
                     <h3>Example - Sub-Class</h3>
                     <pre style="position: absolute"><code class="hljs python">class FrenchDoor(Door):
-                def __init__(self, windows=6, *args, **kwargs):
-                    super().__init__(*args, **kwargs)
-                    self.windows = 6
+    def __init__(self, windows=6, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+        self.windows = 6
 
-                def number_of_windows(self):
-                    return self.windows
-                                                </code></pre>
+    def number_of_windows(self):
+        return self.windows
+                                    </code></pre>
                 </section>
             </section>
             <section>
@@ -592,19 +590,19 @@ <h2>Loops</h2>
                     <h3>Example - Loop X Times</h3>
                     <div>
                         <pre style="position: absolute"><code class="hljs python">
-            squares = []
+    squares = []
 
-            for i in [1, 2, 3, 4, 5]:
-                squares.append(i ** i)
-                                            </code></pre>
+    for i in [1, 2, 3, 4, 5]:
+        squares.append(i ** i)
+                                    </code></pre>
                         <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-            squares = []
+    squares = []
 
-            for i in range(1, 6):
-                squares.append(i ** i)
+    for i in range(1, 6):
+        squares.append(i ** i)
                                             </code></pre>
                         <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-            squares = [i ** i for i in range(1, 5)]
+    squares = [i ** i for i in range(1, 5)]
 
 
 
@@ -615,85 +613,85 @@ <h3>Example - Loop X Times</h3>
                     <h3>Example - Loop over Sequences</h3>
                     <div>
                         <pre style="position: absolute"><code class="hljs python">
-            colours = ['red', 'blue', 'green', 'yellow']
+    colours = ['red', 'blue', 'green', 'yellow']
 
-            for i in range(len(colours)):
-                print('I love the colour {0}'.format(colours[i]))
-                                        </code></pre>
+    for i in range(len(colours)):
+        print('I love the colour {0}'.format(colours[i]))
+                            </code></pre>
                         <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-            colours = ['red', 'blue', 'green', 'yellow']
+    colours = ['red', 'blue', 'green', 'yellow']
 
-            for colour in colours:
-                print(f'I love the colour {colour}')
-                                        </code></pre>
+    for colour in colours:
+        print(f'I love the colour {colour}')
+                            </code></pre>
                         <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-            colours = ['red', 'blue', 'green', 'yellow']
+    colours = ['red', 'blue', 'green', 'yellow']
 
-            for colour in reversed(colours):  # Backwards!
-                print(f'I love the colour {colour}')
-                                        </code></pre>
+    for colour in reversed(colours):  # Backwards!
+        print(f'I love the colour {colour}')
+                            </code></pre>
                     </div>
                 </section>
                 <section>
                     <h3>Example - Looping With Indices</h3>
                     <div>
                         <pre style="position: absolute"><code class="hljs python">
-            colours = ['red', 'blue', 'green', 'yellow']
+    colours = ['red', 'blue', 'green', 'yellow']
 
-            for i in range(len(colours)):
-                print(i, '-->', colours[i])
-                                        </code></pre>
+    for i in range(len(colours)):
+        print(i, '-->', colours[i])
+                            </code></pre>
                         <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-            colours = ['red', 'blue', 'green', 'yellow']
+    colours = ['red', 'blue', 'green', 'yellow']
 
-            for i, colour in enumerate(colours):
-                print(f'{i} --> {colour}')
-                                        </code></pre>
+    for i, colour in enumerate(colours):
+        print(f'{i} --> {colour}')
+                            </code></pre>
                         <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-            colours = ['red', 'blue', 'green', 'yellow']
+    colours = ['red', 'blue', 'green', 'yellow']
 
-            for colour in reversed(colours):  # Backwards!
-                print(f'I love the colour {colour}')
-                                        </code></pre>
+    for colour in reversed(colours):  # Backwards!
+        print(f'I love the colour {colour}')
+                            </code></pre>
                     </div>
                 </section>
                 <section>
                     <h3>Example - Looping Over Two Sequences</h3>
                     <div>
                         <pre style="position: absolute"><code class="hljs python">
-            names = ['Bob', 'Sally', 'Jane']
-            colours = ['red', 'blue', 'green', 'yellow']
+    names = ['Bob', 'Sally', 'Jane']
+    colours = ['red', 'blue', 'green', 'yellow']
 
-            min_len = min(len(names), len(colours))
+    min_len = min(len(names), len(colours))
 
-            for i in range(min_len):
-                print(names[i], 'likes', colours[i])
-                                        </code></pre>
+    for i in range(min_len):
+        print(names[i], 'likes', colours[i])
+                                </code></pre>
                         <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-            names = ['Bob', 'Sally', 'Jane']
-            colours = ['red', 'blue', 'green', 'yellow']
+    names = ['Bob', 'Sally', 'Jane']
+    colours = ['red', 'blue', 'green', 'yellow']
 
 
 
-            for name, colour in zip(names, colours):
-                print(f'{name} likes {colour}!')
-                                        </code></pre>
+    for name, colour in zip(names, colours):
+        print(f'{name} likes {colour}!')
+                                </code></pre>
                     </div>
                 </section>
                 <section>
                     <h3>Example - Sorted Looping</h3>
                     <div>
                         <pre style="position: absolute"><code class="hljs python">
-            colors = ['red', 'green', 'blue', 'yellow']
+    colors = ['red', 'green', 'blue', 'yellow']
 
-            for color in sorted(colors):
-                print(color)
-                                        </code></pre>
+    for color in sorted(colors):
+        print(color)
+                                </code></pre>
                         <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-            colors = ['red', 'green', 'blue', 'yellow']
+    colors = ['red', 'green', 'blue', 'yellow']
 
-            for color in sorted(colors, reverse=True):  # Backwards!
-                print(color)
+    for color in sorted(colors, reverse=True):  # Backwards!
+        print(color)
                                         </code></pre>
                     </div>
                 </section>
@@ -704,54 +702,54 @@ <h2>A little more advanced...</h2>
                     <h3>Example - Loop Until Sentinel</h3>
                     <div>
                         <pre style="position: absolute"><code class="hljs python">
-            blocks = []
+    blocks = []
 
-            while True:
-                block = f.read(32)
-                if block == '':
-                    break
-                blocks.append(block)
-                                        </code></pre>
+    while True:
+        block = f.read(32)
+        if block == '':
+            break
+        blocks.append(block)
+                                </code></pre>
                         <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-            blocks = []
-            read_32_bytes = partial(f.read, 32)
+    blocks = []
+    read_32_bytes = partial(f.read, 32)
 
 
 
-            for block in iter(read_32_bytes, ''):
-                blocks.append(block)
-                                        </code></pre>
+    for block in iter(read_32_bytes, ''):
+        blocks.append(block)
+                                </code></pre>
                     </div>
                 </section>
                 <section>
                     <h3>Example - For Else</h3>
                     <div>
                         <pre style="position: absolute"><code class="hljs python">
-            def find(sequence, target):
-                found = False
+    def find(sequence, target):
+        found = False
 
-                for i, value in enumerate(sequence):
-                    if value == target:
-                        found = True
-                        break
+        for i, value in enumerate(sequence):
+            if value == target:
+                found = True
+                break
 
-                if not found:
-                    return -1
-                return i
-                                        </code></pre>
+        if not found:
+            return -1
+        return i
+                                </code></pre>
                         <pre class="fragment fade-in" style="position: absolute"><code class="hljs python" contenteditable>
-            def find(sequence, target):
+    def find(sequence, target):
 
 
-                for i, value in enumerate(sequence):
-                    if value == target:
-                        break
-                else:
-                    return -1
+        for i, value in enumerate(sequence):
+            if value == target:
+                break
+        else:
+            return -1
 
 
-                return i
-                                        </code></pre>
+        return i
+                                </code></pre>
                     </div>
                 </section>
             </section>
@@ -764,18 +762,18 @@ <h2>Dictionaries</h2>
                 <section>
                     <h3>Example - Loop Over Keys</h3>
                     <pre><code class="hljs python">novel = {
-                'title': 'Don Quixote',
-                'author': 'Miguel De Cervantes',
-                'pages': 1072,
-                'ISBN': '978-0142437230'
-            }
-
-            for key in novel:
-                print(key)</code></pre>
+    'title': 'Don Quixote',
+    'author': 'Miguel De Cervantes',
+    'pages': 1072,
+    'ISBN': '978-0142437230'
+}
+
+for key in novel:
+    print(key)</code></pre>
                     <pre class="fragment fade-in"><code class="hljs python" contenteditable># Can also use .keys() to get a set-like view
 
-            for key in novel.keys():
-                print(key)
+for key in novel.keys():
+    print(key)
                                         </code></pre>
                 </section>
                 <section>
@@ -790,7 +788,7 @@ <h3>Example - Loop Over Values</h3>
 
             for key in novel:
                 print(novel[key])
-                                    </code></pre>
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
             novel = {
                 'title': 'Don Quixote',
@@ -801,7 +799,7 @@ <h3>Example - Loop Over Values</h3>
 
             for value in novel.values():
                 print(value)
-                                        </code></pre>
+                    </code></pre>
                 </section>
                 <section>
                     <h3>Example - Loop Over Keys and Values</h3>
@@ -815,7 +813,7 @@ <h3>Example - Loop Over Keys and Values</h3>
 
             for key in novel:
                 print(key, '-->', novel[key])
-                                    </code></pre>
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
             novel = {
                 'title': 'Don Quixote',
@@ -826,7 +824,7 @@ <h3>Example - Loop Over Keys and Values</h3>
 
             for key, value in novel.items():
                 print(key, '-->', value)
-                                        </code></pre>
+                    </code></pre>
                 </section>
                 <section>
                     <h3>Example - Construct a Dictionary</h3>
@@ -843,7 +841,7 @@ <h3>Example - Construct a Dictionary</h3>
 
             for i, key in enumerate(keys):
                 novel[key] = values[i]
-                                    </code></pre>
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
             keys = ['title', 'author', 'pages', 'ISBN']
             values = [
@@ -857,7 +855,7 @@ <h3>Example - Construct a Dictionary</h3>
             novel = dict(zip(keys, values))
 
 
-                                    </code></pre>
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
             keys = ['title', 'author', 'pages', 'ISBN']
             values = [
@@ -876,44 +874,44 @@ <h3>Example - Construct a Dictionary</h3>
                 <section>
                     <h3>Example - Counting With A Dictionary</h3>
                     <pre style="position: absolute"><code class="hljs python">
-            story = (
-                'peter piper picked a peck of pickled peppers '
-                'a peck of pickled peppers peter piper picked'
-            )
+    story = (
+        'peter piper picked a peck of pickled peppers '
+        'a peck of pickled peppers peter piper picked'
+    )
 
-            counter = {}
-            for word in story.split():
-                if word not in counter:
-                    counter[word] = 0
+    counter = {}
+    for word in story.split():
+        if word not in counter:
+            counter[word] = 0
 
-                counter[word] += 1
+        counter[word] += 1
                                     </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
-            story = (
-                'peter piper picked a peck of pickled peppers '
-                'a peck of pickled peppers peter piper picked'
-            )
+    story = (
+        'peter piper picked a peck of pickled peppers '
+        'a peck of pickled peppers peter piper picked'
+    )
 
-            counter = {}
-            for word in story.split():
-                counter[word] = counter.get(word, 0) + 1
+    counter = {}
+    for word in story.split():
+        counter[word] = counter.get(word, 0) + 1
 
 
 
                                     </code></pre>
-                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>from collections import defaultdict
-            story = (
-                'peter piper picked a peck of pickled peppers '
-                'a peck of pickled peppers peter piper picked'
-            )
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>    from collections import defaultdict
+    story = (
+        'peter piper picked a peck of pickled peppers '
+        'a peck of pickled peppers peter piper picked'
+    )
 
-            counter = defaultdict(int)
-            for word in story.split():
-                counter[word] += 1
+    counter = defaultdict(int)
+    for word in story.split():
+        counter[word] += 1
 
 
 
-                                    </code></pre>
+</code></pre>
                 </section>
                 <section>
                     <h3>Example - Grouping With A Dictionary</h3>
@@ -930,7 +928,7 @@ <h3>Example - Grouping With A Dictionary</h3>
                     groups[key] = []
 
                 groups[key].append(colour)
-                                    </code></pre>
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
             colours = [
                 'red', 'green', 'blue', 'magenta',
@@ -944,8 +942,8 @@ <h3>Example - Grouping With A Dictionary</h3>
 
 
 
-                                    </code></pre>
-                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>from collections import defaultdict
+                    </code></pre>
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>            from collections import defaultdict
             colours = [
                 'red', 'green', 'blue', 'magenta',
                 'purple', 'brown', 'yellow'
@@ -958,41 +956,41 @@ <h3>Example - Grouping With A Dictionary</h3>
 
 
 
-                                    </code></pre>
+                    </code></pre>
                 </section>
                 <section>
                     <h3>Example - Linking Dictionaries</h3>
                     <pre style="position: absolute"><code class="hljs python">
-            import os
-            import argparse
-
-            defaults = {'username': 'noseworthy', 'debug': False}
-            parser = argparse.ArgumentParser()
-            parser.add_argument('-d', '--debug', action='store_true')
-            namespace = parser.parse_args(['-d'])
-            command_line_args = {
-                k: v for k, v in vars(namespace).items() if v
-            }
-
-            args = defaults.copy()
-            args.update(os.environ)
-            args.update(command_line_args)
-                                    </code></pre>
+import os
+import argparse
+
+defaults = {'username': 'noseworthy', 'debug': False}
+parser = argparse.ArgumentParser()
+parser.add_argument('-d', '--debug', action='store_true')
+namespace = parser.parse_args(['-d'])
+command_line_args = {
+    k: v for k, v in vars(namespace).items() if v
+}
+
+args = defaults.copy()
+args.update(os.environ)
+args.update(command_line_args)
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>from collections import ChainMap
-            import os
-            import argparse
-
-            defaults = {'username': 'noseworthy', 'debug': False}
-            parser = argparse.ArgumentParser()
-            parser.add_argument('-d', '--debug', action='store_true')
-            namespace = parser.parse_args(['-d'])
-            command_line_args = {
-                k: v for k, v in vars(namespace).items() if v
-            }
+import os
+import argparse
 
-            args = ChainMap(command_line_args, os.environ, defaults)
+defaults = {'username': 'noseworthy', 'debug': False}
+parser = argparse.ArgumentParser()
+parser.add_argument('-d', '--debug', action='store_true')
+namespace = parser.parse_args(['-d'])
+command_line_args = {
+    k: v for k, v in vars(namespace).items() if v
+}
 
-                                    </code></pre>
+args = ChainMap(command_line_args, os.environ, defaults)
+
+                    </code></pre>
                 </section>
             </section>
             <section>
@@ -1004,117 +1002,117 @@ <h2>Improve Clarity</h2>
                 <section>
                     <h3>Example - Unpack Sequences</h3>
                     <pre style="position: absolute"><code class="hljs python">
-            person = (
-                'mike', 'noseworthy', 0x1E, 'https://github.com/noseworthy'
-            )
-
-            first_name = person[0]
-            last_name = person[1]
-            age = person[2]
-            website = person[3]
-                                    </code></pre>
+    person = (
+        'mike', 'noseworthy', 0x1F, 'https://github.com/noseworthy'
+    )
+
+    first_name = person[0]
+    last_name = person[1]
+    age = person[2]
+    website = person[3]
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
-            person = (
-                'mike', 'noseworthy', 0x1E, 'https://github.com/noseworthy'
-            )
+    person = (
+        'mike', 'noseworthy', 0x1E, 'https://github.com/noseworthy'
+    )
 
-            first_name, last_name, age, website = person
+    first_name, last_name, age, website = person
 
-            # This is atomic, and easier to read!
+    # This is atomic, and easier to read!
 
-                                    </code></pre>
+                    </code></pre>
                 </section>
                 <section>
                     <h3>Example - Keyword Arguments</h3>
                     <pre style="position: absolute"><code class="hljs python" contenteditable>
-            # what the heck does this do?
-            repo_search('noseworthy', 10, True)
-                                    </code></pre>
+    # what the heck does this do?
+    repo_search('noseworthy', 10, True)
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
-            # Now it's a little clearer
-            repo_search(username='noseworthy', limit=10, forks=True)
+    # Now it's a little clearer
+    repo_search(username='noseworthy', limit=10, forks=True)
 
-            # It probably searches github for repos owned by
-            # the user 'noseworthy', returns a max of 10,
-            # and includes forked repos.
-                                    </code></pre>
+    # It probably searches github for repos owned by
+    # the user 'noseworthy', returns a max of 10,
+    # and includes forked repos.
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
-            def add_contact(f_name, l_name, age, website):
-                ...
+    def add_contact(f_name, l_name, age, website):
+        ...
 
-            person = (
-                'mike', 'noseworthy', 0x1E, 'https://github.com/noseworthy'
-            )
+    person = (
+        'mike', 'noseworthy', 0x1E, 'https://github.com/noseworthy'
+    )
 
 
-            # unpack sequence as positional arguments
-            add_contact(*person)
+    # unpack sequence as positional arguments
+    add_contact(*person)
 
-                                    </code></pre>
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
-            def add_contact(f_name, l_name, age, website):
-                ...
+    def add_contact(f_name, l_name, age, website):
+        ...
 
 
-            person = {
-                'f_name': 'mike',
-                'l_name': 'noseworthy',
-                'age': 0x1E,
-                'website': 'https://github.com/noseworthy'
-            }
+    person = {
+        'f_name': 'mike',
+        'l_name': 'noseworthy',
+        'age': 0x1E,
+        'website': 'https://github.com/noseworthy'
+    }
 
-            # unpack mapping as keyword based parameters
-            add_contact(**person)
-                                    </code></pre>
+    # unpack mapping as keyword based parameters
+    add_contact(**person)
+                    </code></pre>
                 </section>
 
                 <section>
                     <h3>Example - Update Multiple States</h3>
                     <pre style="position: absolute"><code class="hljs python" contenteditable>
-            def fibonacci(n):
-                x = 0
-                y = 1
-                for i in range(n):
-                    print(x)
-                    t = y
-                    y = x + y
-                    x = t
-                                    </code></pre>
+    def fibonacci(n):
+        x = 0
+        y = 1
+        for i in range(n):
+            print(x)
+            t = y
+            y = x + y
+            x = t
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
-            def fibonacci(n):
-                x, y = 0, 1
+    def fibonacci(n):
+        x, y = 0, 1
 
-                for i in range(n):
-                    print(x)
-                    x, y = y, x + y
+        for i in range(n):
+            print(x)
+            x, y = y, x + y
 
 
-                                    </code></pre>
+                    </code></pre>
                 </section>
                 <section>
                     <h3>Example - Clarify Multiple Returns</h3>
                     <pre style="position: absolute"><code class="hljs python" contenteditable>
-            # Who's a what now? 🤔
-            tester.runtest()
-            >> (10, 1, 3, 14)
-                                    </code></pre>
+    # Who's a what now? 🤔
+    tester.runtest()
+    >> (10, 1, 3, 14)
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
-            # 😲 Much Better.
-            tester.runtest()
-            >> TestResult(passed=10, failed=1, skipped=3, total=14)
-                                    </code></pre>
+    # 😲 Much Better.
+    tester.runtest()
+    >> TestResult(passed=10, failed=1, skipped=3, total=14)
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
-            from collections import namedtuple
+    from collections import namedtuple
 
-            TestResult = namedtuple(
-                'TestResult',
-                ['passed', 'failed', 'skipped', 'total']
-            )
+    TestResult = namedtuple(
+        'TestResult',
+        ['passed', 'failed', 'skipped', 'total']
+    )
 
-            def runtest():
-                ...
-                return TestResult(passed, failed, skipped, total)
-                                    </code></pre>
+    def runtest():
+        ...
+        return TestResult(passed, failed, skipped, total)
+                    </code></pre>
                 </section>
             </section>
             <section>
@@ -1135,7 +1133,7 @@ <h3>Example - Sums</h3>
                 return numbers
 
             sum_of_first_n = sum(first_n(1_000_000))
-                                    </code></pre>
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
             def first_n(n)
                 num = 0
@@ -1145,34 +1143,34 @@ <h3>Example - Sums</h3>
 
 
             sum_of_first_n = sum(first_n(1_000_000))
-                                    </code></pre>
+                    </code></pre>
                 </section>
                 <section>
                     <h3>Example - List Comprehensions</h3>
                     <pre style="position: absolute"><code class="hljs python" contenteditable>
-            result = []
-            for i in range(10):
-                s = i ** 2
-                result.append(s)
+    result = []
+    for i in range(10):
+        s = i ** 2
+        result.append(s)
 
-            sum_of_squares = sum(result)
-                                    </code></pre>
+    sum_of_squares = sum(result)
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
 
 
 
 
-            # list comprehension (clearer, but fills memory)
-            sum_of_squares = sum([i ** 2 for i in range(10)])
-                                    </code></pre>
+    # list comprehension (clearer, but fills memory)
+    sum_of_squares = sum([i ** 2 for i in range(10)])
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
 
 
 
 
-            # generator expression (Clear AND fast and space efficient)
-            sum_of_squares = sum(i ** 2 for i in range(10))
-                                    </code></pre>
+    # generator expression (Clear AND fast and space efficient)
+    sum_of_squares = sum(i ** 2 for i in range(10))
+                    </code></pre>
                 </section>
             </section>
             <section>
@@ -1185,27 +1183,27 @@ <h2>String Handling</h2>
                 <section>
                     <h3>Example - String Concat</h3>
                     <pre style="position: absolute"><code class="hljs python" contenteditable>
-            food_items = ['spam', 'sausage', 'eggs', 'bacon', 'toutons']
+food_items = ['spam', 'sausage', 'eggs', 'bacon', 'toutons']
 
-            meal = 'I ate: ' + food_items[0]
-            for food in food_items[1:]:
-                meal += ', ' + food
+meal = 'I ate: ' + food_items[0]
+for food in food_items[1:]:
+    meal += ', ' + food
 
-            meal += ' for breakfast!'
+meal += ' for breakfast!'
 
-            print(meal)
-                                    </code></pre>
+print(meal)
+                    </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
-            food_items = ['spam', 'sausage', 'eggs', 'bacon', 'toutons']
+food_items = ['spam', 'sausage', 'eggs', 'bacon', 'toutons']
 
 
-            meal = 'I ate: {0} for breakfast!'
+meal = 'I ate: {0} for breakfast!'
 
 
-            print(meal.format(', '.join(food_items)))
+print(meal.format(', '.join(food_items)))
 
 
-                                    </code></pre>
+                    </code></pre>
                 </section>
                 <section>
                     <h3>Example - Multi-Line Strings</h3>
@@ -1240,7 +1238,7 @@ <h3>Example - Multi-Line Strings</h3>
 
 
 
-                                    </code></pre>
+                    </code></pre>
                 </section>
             </section>
             <section>
@@ -1251,21 +1249,21 @@ <h2>Updating Sequences</h2>
                 <section>
                     <h3>Example - <code>deque</code></h3>
                     <pre style="position: absolute"><code class="hljs python" contenteditable>
-            names = ['sally', 'ann', 'jimmy', 'bobby']
+    names = ['sally', 'ann', 'jimmy', 'bobby']
 
-            # VERY SLOW - Need to shift everything in the list around
-            del names[0]
-            names.pop(0)
-            names.insert(0, 'sue')
+    # VERY SLOW - Need to shift everything in the list around
+    del names[0]
+    names.pop(0)
+    names.insert(0, 'sue')
                                     </code></pre>
-                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>from collections import deque
-            names = deque(['sally', 'ann', 'jimmy', 'bobby'])
+                    <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>    from collections import deque
+    names = deque(['sally', 'ann', 'jimmy', 'bobby'])
 
-            # O(1) time! 🔥 - Double ended queue to the rescue!
-            del names[0]
-            names.pop(0)
-            names.insert(0, 'sue')
-                                    </code></pre>
+    # O(1) time! 🔥 - Double ended queue to the rescue!
+    del names[0]
+    names.pop(0)
+    names.insert(0, 'sue')
+                            </code></pre>
                 </section>
             </section>
             <section>
@@ -1281,24 +1279,24 @@ <h3>Example - Decorator</h3>
 
 
 
-            def get_url(url, cache={}):
-                if url in cache:
-                    return cache[url]
+def get_url(url, cache={}):
+    if url in cache:
+        return cache[url]
 
-                with urllib.request.urlopen(url) as response:
-                    page = response.read()
+    with urllib.request.urlopen(url) as response:
+        page = response.read()
 
-                cache[url] = page
+    cache[url] = page
 
-                return page
+    return page
                                     </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>import urllib.request
-            from decorators import cache
+from decorators import cache
 
-            @cache
-            def get_url(url):
-                with urllib.request.urlopen(url) as response:
-                    return response.read()
+@cache
+def get_url(url):
+    with urllib.request.urlopen(url) as response:
+        return response.read()
 
 
 
@@ -1309,18 +1307,18 @@ <h3>Example - Decorator</h3>
                                     </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>from functools import wraps
 
-            def cache(func):
-                cache = {}
+def cache(func):
+    cache = {}
 
-                @wraps(func)
-                def wrapped_func(*args):
-                    if args in cache:
-                        return cache[args]
-                    result = func(*args)
-                    saved[args] = result
-                    return result
+    @wraps(func)
+    def wrapped_func(*args):
+        if args in cache:
+            return cache[args]
+        result = func(*args)
+        saved[args] = result
+        return result
 
-                return wrapped_func
+    return wrapped_func
 
                                     </code></pre>
                 </section>
@@ -1353,21 +1351,21 @@ <h3>Example - Read File</h3>
                 <section>
                     <h3>Example - Locks</h3>
                     <pre style="position: absolute"><code class="hljs python" contenteditable>import threading
-            lock = threading.lock()
-
-            lock.acquire()
-            try:
-                print('Critical Section 1')
-                print('Critical Section 2')
-            finally:
-                lock.release()
+lock = threading.lock()
+
+lock.acquire()
+try:
+    print('Critical Section 1')
+    print('Critical Section 2')
+finally:
+    lock.release()
                                     </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>
-            lock = threading.lock()
+lock = threading.lock()
 
-            with lock:
-                print('Critical Section 1')
-                print('Critical Section 2')
+with lock:
+    print('Critical Section 1')
+    print('Critical Section 2')
 
 
                                     </code></pre>
@@ -1377,16 +1375,16 @@ <h3>Example - Locks</h3>
                     <h3>Example - <em>Explicitly</em> Silence Exceptions</h3>
                     <pre style="position: absolute"><code class="hljs python" contenteditable>import os
 
-            try:
-                os.remove('file.png')
-            except OSError:
-                pass
+try:
+    os.remove('file.png')
+except OSError:
+    pass
                                     </code></pre>
                     <pre style="position: absolute" class="fragment fade-in"><code class="hljs python" contenteditable>import os
-            from contextlib import suppress
+from contextlib import suppress
 
-            with suppress(OSError):
-                os.remove('file.png')
+with suppress(OSError):
+    os.remove('file.png')
 
                                     </code></pre>
                 </section>