From fde43a55aa5e3be53f992700ef2083ed86e4d6ab Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Fri, 22 Mar 2024 15:27:37 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : 6e47732e5227c21622ee7d01fcc4115d506a0717
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-03-22 15:27:20 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : f2233ca538f73b14aef1cf7efac515062a84f324
Branch  : main
Author  : Robert Chisholm <r.chisholm@sheffield.ac.uk>
Time    : 2024-03-22 15:25:12 +0000
Message : Add guidance on using profilers from within Jupyter notebooks. (#24)

Co-authored-by: Neil Shephard <n.shephard@sheffield.ac.uk>
Closes #23
---
 404.html                                      |   6 +-
 CODE_OF_CONDUCT.html                          |   4 +-
 LICENSE.html                                  |   4 +-
 acknowledgements.html                         |   4 +-
 aio.html                                      | 290 +++++++++++------
 fig/line_profiler-worked-example-notebook.png | Bin 0 -> 50501 bytes
 fig/line_profiler-worked-example-rich.png     | Bin 0 -> 40125 bytes
 fig/snakeviz-worked-example-notebook.png      | Bin 0 -> 75758 bytes
 .../line-profiling-worked-example.ipynb       |  65 ++++
 .../snakeviz-worked-example.ipynb             |  89 +++++
 images.html                                   |  25 +-
 index.html                                    |   6 +-
 instructor-notes.html                         |   6 +-
 instructor/404.html                           |   6 +-
 instructor/CODE_OF_CONDUCT.html               |   4 +-
 instructor/LICENSE.html                       |   4 +-
 instructor/acknowledgements.html              |   4 +-
 instructor/aio.html                           | 304 ++++++++++++------
 instructor/images.html                        |  25 +-
 instructor/index.html                         |   6 +-
 instructor/instructor-notes.html              |  10 +-
 instructor/key-points.html                    |   6 +-
 instructor/optimisation-conclusion.html       |   4 +-
 ...timisation-data-structures-algorithms.html |   4 +-
 instructor/optimisation-introduction.html     |   4 +-
 instructor/optimisation-memory.html           |   4 +-
 instructor/optimisation-minimise-python.html  |   4 +-
 instructor/optimisation-use-latest.html       |   4 +-
 instructor/profiles.html                      |   6 +-
 instructor/profiling-conclusion.html          |   4 +-
 instructor/profiling-functions.html           | 146 ++++++---
 instructor/profiling-introduction.html        |   8 +-
 instructor/profiling-lines.html               | 159 +++++----
 key-points.html                               |   6 +-
 md5sum.txt                                    |   4 +-
 optimisation-conclusion.html                  |   4 +-
 optimisation-data-structures-algorithms.html  |   4 +-
 optimisation-introduction.html                |   4 +-
 optimisation-memory.html                      |   4 +-
 optimisation-minimise-python.html             |   4 +-
 optimisation-use-latest.html                  |   4 +-
 pkgdown.yml                                   |   2 +-
 profiles.html                                 |   6 +-
 profiling-conclusion.html                     |   4 +-
 profiling-functions.html                      | 134 +++++---
 profiling-introduction.html                   |   6 +-
 profiling-lines.html                          | 159 +++++----
 sitemap.xml                                   |  24 ++
 48 files changed, 1101 insertions(+), 483 deletions(-)
 create mode 100644 fig/line_profiler-worked-example-notebook.png
 create mode 100644 fig/line_profiler-worked-example-rich.png
 create mode 100644 fig/snakeviz-worked-example-notebook.png
 create mode 100644 files/line_profiler-worked-example/line-profiling-worked-example.ipynb
 create mode 100644 files/snakeviz-worked-example/snakeviz-worked-example.ipynb

diff --git a/404.html b/404.html
index 6dc6651..85ec76a 100644
--- a/404.html
+++ b/404.html
@@ -375,9 +375,9 @@ <h1>Page not found</h1>
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/404.html",
   "identifier": "rse.shef.ac.uk/pando-python/404.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index d879f9f..9b3c2fb 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -388,9 +388,9 @@ <h1>Contributor Code of Conduct</h1>
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/CODE_OF_CONDUCT.html",
   "identifier": "rse.shef.ac.uk/pando-python/CODE_OF_CONDUCT.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index b3cd3da..9ec66ed 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -439,9 +439,9 @@ <h1>Licenses</h1>
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/LICENSE.html",
   "identifier": "rse.shef.ac.uk/pando-python/LICENSE.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/acknowledgements.html b/acknowledgements.html
index bbb50eb..441c091 100644
--- a/acknowledgements.html
+++ b/acknowledgements.html
@@ -407,9 +407,9 @@ <h1>Acknowledgements</h1>
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/acknowledgements.html",
   "identifier": "rse.shef.ac.uk/pando-python/acknowledgements.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 232ac0a..7ec5554 100644
--- a/aio.html
+++ b/aio.html
@@ -667,7 +667,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
 <div class="accordion-body">
 <ul>
 <li>What tools and techniques would be required?</li>
@@ -715,7 +715,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-profiling-functions"><p>Content from <a href="profiling-functions.html">Function Level Profiling</a></p>
 <hr>
-<p>Last updated on 2024-03-20 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/RSE-Sheffield/pando-python/edit/main/episodes/profiling-functions.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -989,42 +989,89 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 small proportion of the runtime are hidden (“Cutoff”).</p>
 <p>As you hover each box, information to the left of the diagram updates
 specifying the location of the method and for how long it ran.</p>
+<div id="snakeviz-inside-notebooks" class="callout">
+<div class="callout-square">
+<i class="callout-icon" data-feather="bell"></i>
+</div>
+<div id="snakeviz-inside-notebooks" class="callout-inner">
+<h3 class="callout-title">snakeviz Inside Notebooks<a class="anchor" aria-label="anchor" href="#snakeviz-inside-notebooks"></a>
+</h3>
+<div class="callout-content">
+<p>If you’re more familiar with writing Python inside Jupyter notebooks
+you can still use <code>snakeviz</code> directly from inside notebooks
+using the notebooks “magic” prefix (<code>%</code>) and it will
+automatically call <code>cProfile</code> for you.</p>
+<p>First <code>snakeviz</code> must be installed and it’s extension
+loaded.</p>
+<div class="codewrapper sourceCode" id="cb9">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="op">!</span>pip install snakeviz</span>
+<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a><span class="op">%</span>load_ext snakeviz</span></code></pre>
+</div>
+<p>Following this, you can either call <code>%snakeviz</code> to profile
+a function defined earlier in the notebook.</p>
+<div class="codewrapper sourceCode" id="cb10">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="op">%</span>snakeviz my_function()</span></code></pre>
+</div>
+<p>Or, you can create a <code>%%snakeviz</code> cell, to profile the
+python executed within it.</p>
+<div class="codewrapper sourceCode" id="cb11">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="op">%%</span>snakeviz</span>
+<span id="cb11-2"><a href="#cb11-2" tabindex="-1"></a></span>
+<span id="cb11-3"><a href="#cb11-3" tabindex="-1"></a><span class="kw">def</span> my_function():</span>
+<span id="cb11-4"><a href="#cb11-4" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Hello World!"</span>)</span>
+<span id="cb11-5"><a href="#cb11-5" tabindex="-1"></a></span>
+<span id="cb11-6"><a href="#cb11-6" tabindex="-1"></a>my_function()</span></code></pre>
+</div>
+<p>In both cases, the full <code>snakeviz</code> profile visualisation
+will appear as an output within the notebook!</p>
+<p><em>You may wish to right click the top of the output, and select
+“Disable Scrolling for Outputs” to expand it’s box if it begins too
+small.</em></p>
+</div>
+</div>
+</div>
 </section><section id="worked-example"><h2 class="section-heading">Worked Example<a class="anchor" aria-label="anchor" href="#worked-example"></a>
 </h2>
 <hr class="half-width">
 <p>To more clearly demonstrate how an execution hierarchy maps to the
 icicle diagram, the below toy example Python script has been
 implemented.</p>
-<div class="codewrapper sourceCode" id="cb9">
+<div class="codewrapper sourceCode" id="cb12">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="im">import</span> time</span>
-<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a></span>
-<span id="cb9-3"><a href="#cb9-3" tabindex="-1"></a><span class="kw">def</span> a_1():</span>
-<span id="cb9-4"><a href="#cb9-4" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">3</span>):</span>
-<span id="cb9-5"><a href="#cb9-5" tabindex="-1"></a>        b_1()</span>
-<span id="cb9-6"><a href="#cb9-6" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
-<span id="cb9-7"><a href="#cb9-7" tabindex="-1"></a>    b_2()</span>
-<span id="cb9-8"><a href="#cb9-8" tabindex="-1"></a>    </span>
-<span id="cb9-9"><a href="#cb9-9" tabindex="-1"></a><span class="kw">def</span> b_1():</span>
-<span id="cb9-10"><a href="#cb9-10" tabindex="-1"></a>    c_1()</span>
-<span id="cb9-11"><a href="#cb9-11" tabindex="-1"></a>    c_2()</span>
-<span id="cb9-12"><a href="#cb9-12" tabindex="-1"></a></span>
-<span id="cb9-13"><a href="#cb9-13" tabindex="-1"></a><span class="kw">def</span> b_2():</span>
-<span id="cb9-14"><a href="#cb9-14" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
-<span id="cb9-15"><a href="#cb9-15" tabindex="-1"></a>    </span>
-<span id="cb9-16"><a href="#cb9-16" tabindex="-1"></a><span class="kw">def</span> c_1():</span>
-<span id="cb9-17"><a href="#cb9-17" tabindex="-1"></a>    time.sleep(<span class="fl">0.5</span>)</span>
-<span id="cb9-18"><a href="#cb9-18" tabindex="-1"></a></span>
-<span id="cb9-19"><a href="#cb9-19" tabindex="-1"></a><span class="kw">def</span> c_2():</span>
-<span id="cb9-20"><a href="#cb9-20" tabindex="-1"></a>    time.sleep(<span class="fl">0.3</span>)</span>
-<span id="cb9-21"><a href="#cb9-21" tabindex="-1"></a>    d_1()</span>
-<span id="cb9-22"><a href="#cb9-22" tabindex="-1"></a></span>
-<span id="cb9-23"><a href="#cb9-23" tabindex="-1"></a><span class="kw">def</span> d_1():</span>
-<span id="cb9-24"><a href="#cb9-24" tabindex="-1"></a>    time.sleep(<span class="fl">0.1</span>)</span>
-<span id="cb9-25"><a href="#cb9-25" tabindex="-1"></a></span>
-<span id="cb9-26"><a href="#cb9-26" tabindex="-1"></a><span class="co"># Entry Point</span></span>
-<span id="cb9-27"><a href="#cb9-27" tabindex="-1"></a>a_1()</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="im">import</span> time</span>
+<span id="cb12-2"><a href="#cb12-2" tabindex="-1"></a></span>
+<span id="cb12-3"><a href="#cb12-3" tabindex="-1"></a><span class="kw">def</span> a_1():</span>
+<span id="cb12-4"><a href="#cb12-4" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">3</span>):</span>
+<span id="cb12-5"><a href="#cb12-5" tabindex="-1"></a>        b_1()</span>
+<span id="cb12-6"><a href="#cb12-6" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
+<span id="cb12-7"><a href="#cb12-7" tabindex="-1"></a>    b_2()</span>
+<span id="cb12-8"><a href="#cb12-8" tabindex="-1"></a>    </span>
+<span id="cb12-9"><a href="#cb12-9" tabindex="-1"></a><span class="kw">def</span> b_1():</span>
+<span id="cb12-10"><a href="#cb12-10" tabindex="-1"></a>    c_1()</span>
+<span id="cb12-11"><a href="#cb12-11" tabindex="-1"></a>    c_2()</span>
+<span id="cb12-12"><a href="#cb12-12" tabindex="-1"></a></span>
+<span id="cb12-13"><a href="#cb12-13" tabindex="-1"></a><span class="kw">def</span> b_2():</span>
+<span id="cb12-14"><a href="#cb12-14" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
+<span id="cb12-15"><a href="#cb12-15" tabindex="-1"></a>    </span>
+<span id="cb12-16"><a href="#cb12-16" tabindex="-1"></a><span class="kw">def</span> c_1():</span>
+<span id="cb12-17"><a href="#cb12-17" tabindex="-1"></a>    time.sleep(<span class="fl">0.5</span>)</span>
+<span id="cb12-18"><a href="#cb12-18" tabindex="-1"></a></span>
+<span id="cb12-19"><a href="#cb12-19" tabindex="-1"></a><span class="kw">def</span> c_2():</span>
+<span id="cb12-20"><a href="#cb12-20" tabindex="-1"></a>    time.sleep(<span class="fl">0.3</span>)</span>
+<span id="cb12-21"><a href="#cb12-21" tabindex="-1"></a>    d_1()</span>
+<span id="cb12-22"><a href="#cb12-22" tabindex="-1"></a></span>
+<span id="cb12-23"><a href="#cb12-23" tabindex="-1"></a><span class="kw">def</span> d_1():</span>
+<span id="cb12-24"><a href="#cb12-24" tabindex="-1"></a>    time.sleep(<span class="fl">0.1</span>)</span>
+<span id="cb12-25"><a href="#cb12-25" tabindex="-1"></a></span>
+<span id="cb12-26"><a href="#cb12-26" tabindex="-1"></a><span class="co"># Entry Point</span></span>
+<span id="cb12-27"><a href="#cb12-27" tabindex="-1"></a>a_1()</span></code></pre>
 </div>
 <p>All of the methods except for <code>b_1()</code> call
 <code>time.sleep()</code>, this is used to provide synthetic bottlenecks
@@ -1054,11 +1101,11 @@ <h3 class="callout-title">Follow Along<a class="anchor" aria-label="anchor" href
 <a href="files/snakeviz-worked-example/out.prof" download><code>cProfile</code>
 output file</a> and follow along with the worked example on your own
 machine.</p>
-<div class="codewrapper sourceCode" id="cb10">
+<div class="codewrapper sourceCode" id="cb13">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> cProfile <span class="at">-o</span> out.prof example.py</span>
-<span id="cb10-2"><a href="#cb10-2" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> snakeviz out.prof</span></code></pre>
+<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> cProfile <span class="at">-o</span> out.prof example.py</span>
+<span id="cb13-2"><a href="#cb13-2" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> snakeviz out.prof</span></code></pre>
 </div>
 </div>
 </div>
@@ -1128,6 +1175,15 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 entering a filename in the search box. This allows built-in methods to
 be hidden, which can make it easier to highlight optimisation
 priorities.</p>
+<p><strong>Notebooks</strong></p>
+<p>If you followed along inside a notebook it might look like this:</p>
+<figure><img src="fig/snakeviz-worked-example-notebook.png" style="width:80.0%" alt="A Jupyter notebook showing the worked example profiled with snakeviz." class="figure mx-auto d-block"><div class="figcaption">The worked example inside a notebook.</div>
+</figure><p>Because notebooks operate by creating temporary Python files, the
+filename (shown <code>1378276351.py</code> above) and line numbers are
+not too useful should still be helpful. The function names follow the
+temporary file name in parentheses,
+e.g. <code>1378276351.py:3(a_1)</code>,
+<code>1378276351.py:9(b_1)</code> and so forth.</p>
 <div id="sunburst" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -1144,7 +1200,7 @@ <h3 class="callout-title">Sunburst<a class="anchor" aria-label="anchor" href="#s
 be harder to interpret. However, it increases the visibility of boxes
 further from the root call.</p>
 <!-- TODO: Alt text here is redundant? -->
-<figure><img src="fig/snakeviz-worked-example-sunburst.png" style="width:50.0%" alt="The snakeviz sunburst visualisation for the worked example Python code." class="figure mx-auto d-block"><div class="figcaption">An sunburst visualisation provided by
+<figure><img src="fig/snakeviz-worked-example-sunburst.png" style="width:50.0%" alt="A sunburst visualisation for the worked example Python code." class="figure mx-auto d-block"><div class="figcaption">An sunburst visualisation provided by
 <code>snakeviz</code> for the worked example’s Python code.</div>
 </figure>
 </div>
@@ -1187,7 +1243,7 @@ <h3 class="callout-title">Exercise 1: Travelling Salesperson<a class="anchor" ar
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
 <div class="accordion-body">
 <ul>
 <li>If a hotspot isn’t visible with the argument <code>1</code>, try
@@ -1205,7 +1261,7 @@ <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>The hotspot only becomes visible when an argument of <code>5</code>
 or greater is passed.</p>
@@ -1264,7 +1320,7 @@ <h3 class="callout-title">Exercise 2: Predator Prey<a class="anchor" aria-label=
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2">Show me the solution</h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>It should be clear from the profile that the method
 <code>Grass::eaten()</code> (from <code>predprey.py:278</code>) occupies
@@ -1319,7 +1375,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-profiling-lines"><p>Content from <a href="profiling-lines.html">Line Level Profiling</a></p>
 <hr>
-<p>Last updated on 2024-03-20 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/RSE-Sheffield/pando-python/edit/main/episodes/profiling-lines.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -1647,12 +1703,62 @@ <h3 class="callout-title">Rich Output<a class="anchor" aria-label="anchor" href=
 package <code>rich</code>, it will have been installed if
 <code>[all]</code> was specified when installing
 <code>line_profiler</code> with <code>pip</code>.</em></p>
-<figure><img src="fig/line_profiler-worked-example.png" alt="A screenshot of the `line_profiler` output from the previous code block, where the code within the line contents column has basic highlighting." class="figure mx-auto d-block"><div class="figcaption">Rich (highlighted) console output provided by
+<figure><img src="fig/line_profiler-worked-example-rich.png" alt="A screenshot of the `line_profiler` output from the previous code block, where the code within the line contents column has basic highlighting." class="figure mx-auto d-block"><div class="figcaption">Rich (highlighted) console output provided by
 <code>line_profiler</code> for the above FizzBuzz profile code.</div>
 </figure>
 </div>
 </div>
 </div>
+<div id="line_profiler-inside-notebooks" class="callout">
+<div class="callout-square">
+<i class="callout-icon" data-feather="bell"></i>
+</div>
+<div id="line_profiler-inside-notebooks" class="callout-inner">
+<h3 class="callout-title">line_profiler Inside Notebooks<a class="anchor" aria-label="anchor" href="#line_profiler-inside-notebooks"></a>
+</h3>
+<div class="callout-content">
+<p>If you’re more familiar with writing Python inside Jupyter notebooks
+you can, as with <code>snakeviz</code>, use <code>line_profiler</code>
+directly from inside notebooks. However it is still necessary for the
+code you wish to profile to be placed within a function.</p>
+<p>First <code>line_profiler</code> must be installed and it’s extension
+loaded.</p>
+<div class="codewrapper sourceCode" id="cb12">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="op">!</span>pip install line_profiler</span>
+<span id="cb12-2"><a href="#cb12-2" tabindex="-1"></a><span class="op">%</span>load_ext line_profiler</span></code></pre>
+</div>
+<p>Following this, you call <code>line_profiler</code> with
+<code>%lprun</code>.</p>
+<div class="codewrapper sourceCode" id="cb13">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="op">%</span>lprun <span class="op">-</span>f profiled_function_name entry_function_call()</span></code></pre>
+</div>
+<p>The functions to be line profiled are specified with
+<code>-f &lt;function name&gt;</code>, this is repeated for each
+individual function that you would otherwise apply the
+<code>@profile</code> decorator to.</p>
+<p>This is followed by calling the function which runs the full code to
+be profiled.</p>
+<p>For the above fizzbuzz example it would be:</p>
+<div class="codewrapper sourceCode" id="cb14">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb14-1"><a href="#cb14-1" tabindex="-1"></a><span class="op">%</span>lprun <span class="op">-</span>f fizzbuzz fizzbuzz(<span class="dv">100</span>)</span></code></pre>
+</div>
+<p>This will then create an output cell with any output from the
+profiled code, followed by the standard output from
+<code>line_profiler</code>. <em>It is not currently possible to get the
+rich/coloured output from <code>line_profiler</code> within
+notebooks.</em></p>
+<figure><img src="fig/line_profiler-worked-example-notebook.png" alt="A screenshot of the line_profiler output from the previous code block inside a Jupyter notebook." class="figure mx-auto d-block"><div class="figcaption">Output provided by <code>line_profiler</code>
+inside a Juypter notebook for the above FizzBuzz profile code.</div>
+</figure>
+</div>
+</div>
+</div>
 </section><section id="exercises"><h2 class="section-heading">Exercises<a class="anchor" aria-label="anchor" href="#exercises"></a>
 </h2>
 <hr class="half-width">
@@ -1715,49 +1821,49 @@ <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
 <div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>If you chose to profile the whole code, it may look like this:</p>
-<div class="codewrapper sourceCode" id="cb12">
+<div class="codewrapper sourceCode" id="cb15">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="im">import</span> sys</span>
-<span id="cb12-2"><a href="#cb12-2" tabindex="-1"></a><span class="im">import</span> random</span>
-<span id="cb12-3"><a href="#cb12-3" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile        <span class="co"># Import profile decorator</span></span>
-<span id="cb12-4"><a href="#cb12-4" tabindex="-1"></a></span>
-<span id="cb12-5"><a href="#cb12-5" tabindex="-1"></a><span class="at">@profile</span>                                 <span class="co"># Decorate the function to be profiled</span></span>
-<span id="cb12-6"><a href="#cb12-6" tabindex="-1"></a><span class="kw">def</span> main():                              <span class="co"># Create a simple function with the code to be profiled</span></span>
-<span id="cb12-7"><a href="#cb12-7" tabindex="-1"></a>    <span class="co"># Argument parsing</span></span>
-<span id="cb12-8"><a href="#cb12-8" tabindex="-1"></a>    <span class="cf">if</span> <span class="bu">len</span>(sys.argv) <span class="op">!=</span> <span class="dv">2</span>:</span>
-<span id="cb12-9"><a href="#cb12-9" tabindex="-1"></a>        <span class="bu">print</span>(<span class="st">"Script expects 1 positive integer argument, </span><span class="sc">%u</span><span class="st"> found."</span><span class="op">%</span>(<span class="bu">len</span>(sys.argv) <span class="op">-</span> <span class="dv">1</span>))</span>
-<span id="cb12-10"><a href="#cb12-10" tabindex="-1"></a>        sys.exit()</span>
-<span id="cb12-11"><a href="#cb12-11" tabindex="-1"></a>    n <span class="op">=</span> <span class="bu">int</span>(sys.argv[<span class="dv">1</span>])</span>
-<span id="cb12-12"><a href="#cb12-12" tabindex="-1"></a>    <span class="co"># Init</span></span>
-<span id="cb12-13"><a href="#cb12-13" tabindex="-1"></a>    random.seed(<span class="dv">12</span>)</span>
-<span id="cb12-14"><a href="#cb12-14" tabindex="-1"></a>    arr <span class="op">=</span> [random.random() <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n)]</span>
-<span id="cb12-15"><a href="#cb12-15" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting </span><span class="sc">%d</span><span class="st"> elements"</span><span class="op">%</span>(n))</span>
-<span id="cb12-16"><a href="#cb12-16" tabindex="-1"></a>    <span class="co"># Sort</span></span>
-<span id="cb12-17"><a href="#cb12-17" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
-<span id="cb12-18"><a href="#cb12-18" tabindex="-1"></a>        swapped <span class="op">=</span> <span class="va">False</span></span>
-<span id="cb12-19"><a href="#cb12-19" tabindex="-1"></a>        <span class="cf">for</span> j <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">0</span>, n <span class="op">-</span> i <span class="op">-</span> <span class="dv">1</span>):</span>
-<span id="cb12-20"><a href="#cb12-20" tabindex="-1"></a>            <span class="cf">if</span> arr[j] <span class="op">&gt;</span> arr[j <span class="op">+</span> <span class="dv">1</span>]:</span>
-<span id="cb12-21"><a href="#cb12-21" tabindex="-1"></a>                arr[j], arr[j <span class="op">+</span> <span class="dv">1</span>] <span class="op">=</span> arr[j <span class="op">+</span> <span class="dv">1</span>], arr[j]</span>
-<span id="cb12-22"><a href="#cb12-22" tabindex="-1"></a>                swapped <span class="op">=</span> <span class="va">True</span></span>
-<span id="cb12-23"><a href="#cb12-23" tabindex="-1"></a>        <span class="co"># If no two elements were swapped in the inner loop, the array is sorted</span></span>
-<span id="cb12-24"><a href="#cb12-24" tabindex="-1"></a>        <span class="cf">if</span> <span class="kw">not</span> swapped:</span>
-<span id="cb12-25"><a href="#cb12-25" tabindex="-1"></a>            <span class="cf">break</span></span>
-<span id="cb12-26"><a href="#cb12-26" tabindex="-1"></a>    <span class="co"># Validate</span></span>
-<span id="cb12-27"><a href="#cb12-27" tabindex="-1"></a>    is_sorted <span class="op">=</span> <span class="va">True</span></span>
-<span id="cb12-28"><a href="#cb12-28" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
-<span id="cb12-29"><a href="#cb12-29" tabindex="-1"></a>        <span class="cf">if</span> arr[i] <span class="op">&gt;</span> arr[i<span class="op">+</span><span class="dv">1</span>]:</span>
-<span id="cb12-30"><a href="#cb12-30" tabindex="-1"></a>            is_sorted <span class="op">=</span> <span class="va">False</span></span>
-<span id="cb12-31"><a href="#cb12-31" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting: </span><span class="sc">%s</span><span class="st">"</span><span class="op">%</span>(<span class="st">"Passed"</span> <span class="cf">if</span> is_sorted <span class="cf">else</span> <span class="st">"Failed"</span>))</span>
-<span id="cb12-32"><a href="#cb12-32" tabindex="-1"></a>    </span>
-<span id="cb12-33"><a href="#cb12-33" tabindex="-1"></a>main()                                  <span class="co"># Call the created function</span></span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="im">import</span> sys</span>
+<span id="cb15-2"><a href="#cb15-2" tabindex="-1"></a><span class="im">import</span> random</span>
+<span id="cb15-3"><a href="#cb15-3" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile        <span class="co"># Import profile decorator</span></span>
+<span id="cb15-4"><a href="#cb15-4" tabindex="-1"></a></span>
+<span id="cb15-5"><a href="#cb15-5" tabindex="-1"></a><span class="at">@profile</span>                                 <span class="co"># Decorate the function to be profiled</span></span>
+<span id="cb15-6"><a href="#cb15-6" tabindex="-1"></a><span class="kw">def</span> main():                              <span class="co"># Create a simple function with the code to be profiled</span></span>
+<span id="cb15-7"><a href="#cb15-7" tabindex="-1"></a>    <span class="co"># Argument parsing</span></span>
+<span id="cb15-8"><a href="#cb15-8" tabindex="-1"></a>    <span class="cf">if</span> <span class="bu">len</span>(sys.argv) <span class="op">!=</span> <span class="dv">2</span>:</span>
+<span id="cb15-9"><a href="#cb15-9" tabindex="-1"></a>        <span class="bu">print</span>(<span class="st">"Script expects 1 positive integer argument, </span><span class="sc">%u</span><span class="st"> found."</span><span class="op">%</span>(<span class="bu">len</span>(sys.argv) <span class="op">-</span> <span class="dv">1</span>))</span>
+<span id="cb15-10"><a href="#cb15-10" tabindex="-1"></a>        sys.exit()</span>
+<span id="cb15-11"><a href="#cb15-11" tabindex="-1"></a>    n <span class="op">=</span> <span class="bu">int</span>(sys.argv[<span class="dv">1</span>])</span>
+<span id="cb15-12"><a href="#cb15-12" tabindex="-1"></a>    <span class="co"># Init</span></span>
+<span id="cb15-13"><a href="#cb15-13" tabindex="-1"></a>    random.seed(<span class="dv">12</span>)</span>
+<span id="cb15-14"><a href="#cb15-14" tabindex="-1"></a>    arr <span class="op">=</span> [random.random() <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n)]</span>
+<span id="cb15-15"><a href="#cb15-15" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting </span><span class="sc">%d</span><span class="st"> elements"</span><span class="op">%</span>(n))</span>
+<span id="cb15-16"><a href="#cb15-16" tabindex="-1"></a>    <span class="co"># Sort</span></span>
+<span id="cb15-17"><a href="#cb15-17" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
+<span id="cb15-18"><a href="#cb15-18" tabindex="-1"></a>        swapped <span class="op">=</span> <span class="va">False</span></span>
+<span id="cb15-19"><a href="#cb15-19" tabindex="-1"></a>        <span class="cf">for</span> j <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">0</span>, n <span class="op">-</span> i <span class="op">-</span> <span class="dv">1</span>):</span>
+<span id="cb15-20"><a href="#cb15-20" tabindex="-1"></a>            <span class="cf">if</span> arr[j] <span class="op">&gt;</span> arr[j <span class="op">+</span> <span class="dv">1</span>]:</span>
+<span id="cb15-21"><a href="#cb15-21" tabindex="-1"></a>                arr[j], arr[j <span class="op">+</span> <span class="dv">1</span>] <span class="op">=</span> arr[j <span class="op">+</span> <span class="dv">1</span>], arr[j]</span>
+<span id="cb15-22"><a href="#cb15-22" tabindex="-1"></a>                swapped <span class="op">=</span> <span class="va">True</span></span>
+<span id="cb15-23"><a href="#cb15-23" tabindex="-1"></a>        <span class="co"># If no two elements were swapped in the inner loop, the array is sorted</span></span>
+<span id="cb15-24"><a href="#cb15-24" tabindex="-1"></a>        <span class="cf">if</span> <span class="kw">not</span> swapped:</span>
+<span id="cb15-25"><a href="#cb15-25" tabindex="-1"></a>            <span class="cf">break</span></span>
+<span id="cb15-26"><a href="#cb15-26" tabindex="-1"></a>    <span class="co"># Validate</span></span>
+<span id="cb15-27"><a href="#cb15-27" tabindex="-1"></a>    is_sorted <span class="op">=</span> <span class="va">True</span></span>
+<span id="cb15-28"><a href="#cb15-28" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
+<span id="cb15-29"><a href="#cb15-29" tabindex="-1"></a>        <span class="cf">if</span> arr[i] <span class="op">&gt;</span> arr[i<span class="op">+</span><span class="dv">1</span>]:</span>
+<span id="cb15-30"><a href="#cb15-30" tabindex="-1"></a>            is_sorted <span class="op">=</span> <span class="va">False</span></span>
+<span id="cb15-31"><a href="#cb15-31" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting: </span><span class="sc">%s</span><span class="st">"</span><span class="op">%</span>(<span class="st">"Passed"</span> <span class="cf">if</span> is_sorted <span class="cf">else</span> <span class="st">"Failed"</span>))</span>
+<span id="cb15-32"><a href="#cb15-32" tabindex="-1"></a>    </span>
+<span id="cb15-33"><a href="#cb15-33" tabindex="-1"></a>main()                                  <span class="co"># Call the created function</span></span></code></pre>
 </div>
 <p>The sort can be profiled with 100 elements, this is quick and should
 be representative.</p>
-<div class="codewrapper sourceCode" id="cb13">
+<div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> kernprof <span class="at">-lvr</span> bubblesort.py 100</span></code></pre>
+<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> kernprof <span class="at">-lvr</span> bubblesort.py 100</span></code></pre>
 </div>
 <p>This produces output:</p>
 <div class="codewrapper">
@@ -1857,18 +1963,18 @@ <h4 class="accordion-header" id="headingSolution2">Show me the solution</h4>
 <div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>First the function must be decorated</p>
-<div class="codewrapper sourceCode" id="cb15">
+<div class="codewrapper sourceCode" id="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="co"># line ~1</span></span>
-<span id="cb15-2"><a href="#cb15-2" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb18-1"><a href="#cb18-1" tabindex="-1"></a><span class="co"># line ~1</span></span>
+<span id="cb18-2"><a href="#cb18-2" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile</span></code></pre>
 </div>
-<div class="codewrapper sourceCode" id="cb16">
+<div class="codewrapper sourceCode" id="cb19">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a><span class="co"># line ~278</span></span>
-<span id="cb16-2"><a href="#cb16-2" tabindex="-1"></a>    <span class="at">@profile</span></span>
-<span id="cb16-3"><a href="#cb16-3" tabindex="-1"></a>    <span class="kw">def</span> eaten(<span class="va">self</span>, prey_list):</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a><span class="co"># line ~278</span></span>
+<span id="cb19-2"><a href="#cb19-2" tabindex="-1"></a>    <span class="at">@profile</span></span>
+<span id="cb19-3"><a href="#cb19-3" tabindex="-1"></a>    <span class="kw">def</span> eaten(<span class="va">self</span>, prey_list):</span></code></pre>
 </div>
 <p><code>line_profiler</code> can then be executed via
 <code>python -m kernprof -lvr predprey.py</code>.</p>
@@ -1878,11 +1984,11 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 and their member variables evaluated by this method both change as the
 model progresses, but the overall pattern is likely to remain
 similar.</p>
-<div class="codewrapper sourceCode" id="cb17">
+<div class="codewrapper sourceCode" id="cb20">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb17-1"><a href="#cb17-1" tabindex="-1"></a><span class="co"># line ~420</span></span>
-<span id="cb17-2"><a href="#cb17-2" tabindex="-1"></a>model <span class="op">=</span> Model(<span class="dv">50</span>) <span class="co"># 50 steps (originally defaulted to 250)</span></span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb20-1"><a href="#cb20-1" tabindex="-1"></a><span class="co"># line ~420</span></span>
+<span id="cb20-2"><a href="#cb20-2" tabindex="-1"></a>model <span class="op">=</span> Model(<span class="dv">50</span>) <span class="co"># 50 steps (originally defaulted to 250)</span></span></code></pre>
 </div>
 <p>Alternatively, you can kill the profiling process
 (e.g. <code>ctrl + c</code>) after a minute and the currently collected
@@ -1929,12 +2035,12 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>From the profiling output it can be seen that lines 285-287 occupy
 over 90% of the method’s runtime!</p>
-<div class="codewrapper sourceCode" id="cb19">
+<div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a>            <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="bu">len</span>(prey_list)):</span>
-<span id="cb19-2"><a href="#cb19-2" tabindex="-1"></a>                prey <span class="op">=</span> prey_list[i]</span>
-<span id="cb19-3"><a href="#cb19-3" tabindex="-1"></a>                <span class="cf">if</span> prey.life <span class="op">&lt;</span> PREY_HUNGER_THRESH:</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb22-1"><a href="#cb22-1" tabindex="-1"></a>            <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="bu">len</span>(prey_list)):</span>
+<span id="cb22-2"><a href="#cb22-2" tabindex="-1"></a>                prey <span class="op">=</span> prey_list[i]</span>
+<span id="cb22-3"><a href="#cb22-3" tabindex="-1"></a>                <span class="cf">if</span> prey.life <span class="op">&lt;</span> PREY_HUNGER_THRESH:</span></code></pre>
 </div>
 <p>Given that the following line 289 only has a relative 0.6% time, it
 can be understood that the vast majority of times the condition
@@ -4233,9 +4339,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/aio.html",
   "identifier": "rse.shef.ac.uk/pando-python/aio.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
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diff --git a/files/line_profiler-worked-example/line-profiling-worked-example.ipynb b/files/line_profiler-worked-example/line-profiling-worked-example.ipynb
new file mode 100644
index 0000000..90a1a15
--- /dev/null
+++ b/files/line_profiler-worked-example/line-profiling-worked-example.ipynb
@@ -0,0 +1,65 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e80c86cb-d60a-4e45-a34c-191aab11acf0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!pip install line_profiler\n",
+    "%load_ext line_profiler"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "de5e278a-6826-4f42-b1af-496f5aabf996",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def fizzbuzz(n):\n",
+    "    for i in range(1, n + 1):\n",
+    "        if i % 3 == 0 and i % 5 == 0:\n",
+    "            print(\"FizzBuzz\")\n",
+    "        elif i % 3 == 0:\n",
+    "            print(\"Fizz\")\n",
+    "        elif i % 5 == 0:\n",
+    "            print(\"Buzz\")\n",
+    "        else:\n",
+    "            print(i)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c54f2642-617e-4a51-b3e8-1ff1ba0e8426",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%lprun -f fizzbuzz fizzbuzz(100)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/files/snakeviz-worked-example/snakeviz-worked-example.ipynb b/files/snakeviz-worked-example/snakeviz-worked-example.ipynb
new file mode 100644
index 0000000..625054d
--- /dev/null
+++ b/files/snakeviz-worked-example/snakeviz-worked-example.ipynb
@@ -0,0 +1,89 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "83b45371-9cd9-4a8f-b0ff-ceb1bfc2ecc2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import time\n",
+    "\n",
+    "def a_1():\n",
+    "    for i in range(3):\n",
+    "        b_1()\n",
+    "    time.sleep(1)\n",
+    "    b_2()\n",
+    "    \n",
+    "def b_1():\n",
+    "    c_1()\n",
+    "    c_2()\n",
+    "\n",
+    "def b_2():\n",
+    "    time.sleep(1)\n",
+    "    \n",
+    "def c_1():\n",
+    "    time.sleep(0.5)\n",
+    "\n",
+    "def c_2():\n",
+    "    time.sleep(0.3)\n",
+    "    d_1()\n",
+    "\n",
+    "def d_1():\n",
+    "    time.sleep(0.1)\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0fc38195-3dc4-4a7c-82f6-1167f54d3182",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!pip install snakeviz"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c47affa0-23cc-43f8-a4f8-e73ab2f44afd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%load_ext snakeviz"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "58040218-8578-47fc-9a18-476f4b27d25a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%snakeviz a_1()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/images.html b/images.html
index dfb37a0..3c56c63 100644
--- a/images.html
+++ b/images.html
@@ -380,15 +380,19 @@ <h3 id="profiling-functions-figure-3">Figure 3</h3>
 <code>snakeviz</code> for the above Python code.</div>
 </figure><hr>
 <h3 id="profiling-functions-figure-4">Figure 4</h3>
-<p aria-hidden="true">Image 1 of 1: ‘The snakeviz sunburst visualisation for the worked example Python code.’</p>
-<figure><img src="fig/snakeviz-worked-example-sunburst.png" style="width:50.0%" alt="The snakeviz sunburst visualisation for the worked example Python code." class="figure mx-auto d-block"><div class="figcaption">An sunburst visualisation provided by
-<code>snakeviz</code> for the worked example’s Python code.</div>
+<p aria-hidden="true">Image 1 of 1: ‘A Jupyter notebook showing the worked example profiled with snakeviz.’</p>
+<figure><img src="fig/snakeviz-worked-example-notebook.png" style="width:80.0%" alt="A Jupyter notebook showing the worked example profiled with snakeviz." class="figure mx-auto d-block"><div class="figcaption">The worked example inside a notebook.</div>
 </figure><hr>
 <h3 id="profiling-functions-figure-5">Figure 5</h3>
+<p aria-hidden="true">Image 1 of 1: ‘A sunburst visualisation for the worked example Python code.’</p>
+<figure><img src="fig/snakeviz-worked-example-sunburst.png" style="width:50.0%" alt="A sunburst visualisation for the worked example Python code." class="figure mx-auto d-block"><div class="figcaption">An sunburst visualisation provided by
+<code>snakeviz</code> for the worked example’s Python code.</div>
+</figure><hr>
+<h3 id="profiling-functions-figure-6">Figure 6</h3>
 <p aria-hidden="true">Image 1 of 1: ‘The top 9 rows of the table shown by snakeviz when profiling predprey.py. The top row shows that predprey.py:278(eaten) was called 1,250,000 times, taking a total time of 8 seconds. The table is ordered in descending total time, with the next row taking a mere 0.74 seconds.’</p>
 <figure><img src="fig/snakeviz-predprey-table.png" alt="The top 9 rows of the table shown by snakeviz when profiling predprey.py. The top row shows that predprey.py:278(eaten) was called 1,250,000 times, taking a total time of 8 seconds. The table is ordered in descending total time, with the next row taking a mere 0.74 seconds." class="figure mx-auto d-block"><div class="figcaption">The top of the table shown by snakeviz.</div>
 </figure><hr>
-<h3 id="profiling-functions-figure-6">Figure 6</h3>
+<h3 id="profiling-functions-figure-7">Figure 7</h3>
 <p aria-hidden="true">Image 1 of 1: ‘A line graph plotting population over time through 250 steps of the pred prey model. Grass/20, shown in green, has a brief dip in the first 30 steps, but recovers holding steady at approximately 240 (4800 agents). Prey, shown in blue, starts at 200, quickly drops to around 185, before levelling off for steps and then slowly declining to a final value of 50. The data for predators, shown in red, has significantly more noise. There are 50 predators to begin, this rises briefly before falling to around 10, from here it noisily grows to around 70 by step 250 with several larger declines during the growth.’</p>
 <figure><img src="fig/predprey_out.png" alt="A line graph plotting population over time through 250 steps of the pred prey model. Grass/20, shown in green, has a brief dip in the first 30 steps, but recovers holding steady at approximately 240 (4800 agents). Prey, shown in blue, starts at 200, quickly drops to around 185, before levelling off for steps and then slowly declining to a final value of 50. The data for predators, shown in red, has significantly more noise. There are 50 predators to begin, this rises briefly before falling to around 10, from here it noisily grows to around 70 by step 250 with several larger declines during the growth." class="figure mx-auto d-block"><div class="figcaption">
 <code>predprey_out.png</code> as produced by the
@@ -397,8 +401,13 @@ <h3 id="profiling-functions-figure-6">Figure 6</h3>
 <hr class="half-width">
 <h3 id="profiling-lines-figure-1">Figure 1</h3>
 <p aria-hidden="true">Image 1 of 1: ‘A screenshot of the `line_profiler` output from the previous code block, where the code within the line contents column has basic highlighting.’</p>
-<figure><img src="fig/line_profiler-worked-example.png" alt="A screenshot of the `line_profiler` output from the previous code block, where the code within the line contents column has basic highlighting." class="figure mx-auto d-block"><div class="figcaption">Rich (highlighted) console output provided by
+<figure><img src="fig/line_profiler-worked-example-rich.png" alt="A screenshot of the `line_profiler` output from the previous code block, where the code within the line contents column has basic highlighting." class="figure mx-auto d-block"><div class="figcaption">Rich (highlighted) console output provided by
 <code>line_profiler</code> for the above FizzBuzz profile code.</div>
+</figure><hr>
+<h3 id="profiling-lines-figure-2">Figure 2</h3>
+<p aria-hidden="true">Image 1 of 1: ‘A screenshot of the line_profiler output from the previous code block inside a Jupyter notebook.’</p>
+<figure><img src="fig/line_profiler-worked-example-notebook.png" alt="A screenshot of the line_profiler output from the previous code block inside a Jupyter notebook." class="figure mx-auto d-block"><div class="figcaption">Output provided by <code>line_profiler</code>
+inside a Juypter notebook for the above FizzBuzz profile code.</div>
 </figure><hr></section><section id="profiling-conclusion"><h2 class="section-heading"><a href="profiling-conclusion.html">Profiling Conclusion</a></h2>
 <hr class="half-width"></section><section id="optimisation-introduction"><h2 class="section-heading"><a href="optimisation-introduction.html">Introduction to Optimisation</a></h2>
 <hr class="half-width"></section><section id="optimisation-data-structures-algorithms"><h2 class="section-heading"><a href="optimisation-data-structures-algorithms.html">Data Structures &amp; Algorithms</a></h2>
@@ -489,9 +498,9 @@ <h3 id="optimisation-memory-figure-3">Figure 3</h3>
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/images.html",
   "identifier": "rse.shef.ac.uk/pando-python/images.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index bc34fde..b32601f 100644
--- a/index.html
+++ b/index.html
@@ -455,9 +455,9 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/index.html",
   "identifier": "rse.shef.ac.uk/pando-python/index.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 73226ec..26faeb3 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -423,9 +423,9 @@ <h1>Instructor Notes</h1>
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/instructor-notes.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor-notes.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 304a51f..9339b99 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -375,9 +375,9 @@ <h1>Page not found</h1>
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/instructor/404.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/404.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 0ecb3dc..330190e 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -390,9 +390,9 @@ <h1>Contributor Code of Conduct</h1>
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/instructor/CODE_OF_CONDUCT.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/CODE_OF_CONDUCT.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index b193a78..e0d23cc 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -441,9 +441,9 @@ <h1>Licenses</h1>
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/instructor/LICENSE.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/LICENSE.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/acknowledgements.html b/instructor/acknowledgements.html
index c7bb9e1..e544b9b 100644
--- a/instructor/acknowledgements.html
+++ b/instructor/acknowledgements.html
@@ -409,9 +409,9 @@ <h1>Acknowledgements</h1>
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/instructor/acknowledgements.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/acknowledgements.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 2ff32b2..ff89fbe 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -466,7 +466,7 @@ <h3 class="callout-title">All Programmers Can Benefit<a class="anchor" aria-labe
   <h3 class="accordion-header" id="headingInstructor1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div>Instructor Note</h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>The bottlenecked implementation was naively parsing a 10MB JSON file
 to create a list of unique items.</p>
@@ -698,7 +698,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
 <div class="accordion-body">
 <ul>
 <li>What tools and techniques would be required?</li>
@@ -746,7 +746,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-profiling-functions"><p>Content from <a href="profiling-functions.html">Function Level Profiling</a></p>
 <hr>
-<p>Last updated on 2024-03-20 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/RSE-Sheffield/pando-python/edit/main/episodes/profiling-functions.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 0 minutes</p>
@@ -987,7 +987,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
   <h3 class="accordion-header" id="headingInstructor1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div>Instructor Note</h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>It can help to run these examples by running <code>snakeviz</code>
 live. For the worked example you may wish to also show the code (e.g. in
@@ -1047,6 +1047,53 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 small proportion of the runtime are hidden (“Cutoff”).</p>
 <p>As you hover each box, information to the left of the diagram updates
 specifying the location of the method and for how long it ran.</p>
+<div id="snakeviz-inside-notebooks" class="callout">
+<div class="callout-square">
+<i class="callout-icon" data-feather="bell"></i>
+</div>
+<div id="snakeviz-inside-notebooks" class="callout-inner">
+<h3 class="callout-title">snakeviz Inside Notebooks<a class="anchor" aria-label="anchor" href="#snakeviz-inside-notebooks"></a>
+</h3>
+<div class="callout-content">
+<p>If you’re more familiar with writing Python inside Jupyter notebooks
+you can still use <code>snakeviz</code> directly from inside notebooks
+using the notebooks “magic” prefix (<code>%</code>) and it will
+automatically call <code>cProfile</code> for you.</p>
+<p>First <code>snakeviz</code> must be installed and it’s extension
+loaded.</p>
+<div class="codewrapper sourceCode" id="cb9">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="op">!</span>pip install snakeviz</span>
+<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a><span class="op">%</span>load_ext snakeviz</span></code></pre>
+</div>
+<p>Following this, you can either call <code>%snakeviz</code> to profile
+a function defined earlier in the notebook.</p>
+<div class="codewrapper sourceCode" id="cb10">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="op">%</span>snakeviz my_function()</span></code></pre>
+</div>
+<p>Or, you can create a <code>%%snakeviz</code> cell, to profile the
+python executed within it.</p>
+<div class="codewrapper sourceCode" id="cb11">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="op">%%</span>snakeviz</span>
+<span id="cb11-2"><a href="#cb11-2" tabindex="-1"></a></span>
+<span id="cb11-3"><a href="#cb11-3" tabindex="-1"></a><span class="kw">def</span> my_function():</span>
+<span id="cb11-4"><a href="#cb11-4" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Hello World!"</span>)</span>
+<span id="cb11-5"><a href="#cb11-5" tabindex="-1"></a></span>
+<span id="cb11-6"><a href="#cb11-6" tabindex="-1"></a>my_function()</span></code></pre>
+</div>
+<p>In both cases, the full <code>snakeviz</code> profile visualisation
+will appear as an output within the notebook!</p>
+<p><em>You may wish to right click the top of the output, and select
+“Disable Scrolling for Outputs” to expand it’s box if it begins too
+small.</em></p>
+</div>
+</div>
+</div>
 </section><section id="worked-example"><h2 class="section-heading">Worked Example<a class="anchor" aria-label="anchor" href="#worked-example"></a>
 </h2>
 <hr class="half-width">
@@ -1056,7 +1103,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
   <h3 class="accordion-header" id="headingInstructor2">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div>Instructor Note</h3>
 </button>
-<div id="collapseInstructor2" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor2" aria-labelledby="headingInstructor2">
+<div id="collapseInstructor2" class="accordion-collapse collapse" aria-labelledby="headingInstructor2" data-bs-parent="#accordionInstructor2">
 <div class="accordion-body">
 <p>Demonstrate this!</p>
 </div>
@@ -1066,36 +1113,36 @@ <h3 class="accordion-header" id="headingInstructor2">
 <p>To more clearly demonstrate how an execution hierarchy maps to the
 icicle diagram, the below toy example Python script has been
 implemented.</p>
-<div class="codewrapper sourceCode" id="cb9">
+<div class="codewrapper sourceCode" id="cb12">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="im">import</span> time</span>
-<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a></span>
-<span id="cb9-3"><a href="#cb9-3" tabindex="-1"></a><span class="kw">def</span> a_1():</span>
-<span id="cb9-4"><a href="#cb9-4" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">3</span>):</span>
-<span id="cb9-5"><a href="#cb9-5" tabindex="-1"></a>        b_1()</span>
-<span id="cb9-6"><a href="#cb9-6" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
-<span id="cb9-7"><a href="#cb9-7" tabindex="-1"></a>    b_2()</span>
-<span id="cb9-8"><a href="#cb9-8" tabindex="-1"></a>    </span>
-<span id="cb9-9"><a href="#cb9-9" tabindex="-1"></a><span class="kw">def</span> b_1():</span>
-<span id="cb9-10"><a href="#cb9-10" tabindex="-1"></a>    c_1()</span>
-<span id="cb9-11"><a href="#cb9-11" tabindex="-1"></a>    c_2()</span>
-<span id="cb9-12"><a href="#cb9-12" tabindex="-1"></a></span>
-<span id="cb9-13"><a href="#cb9-13" tabindex="-1"></a><span class="kw">def</span> b_2():</span>
-<span id="cb9-14"><a href="#cb9-14" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
-<span id="cb9-15"><a href="#cb9-15" tabindex="-1"></a>    </span>
-<span id="cb9-16"><a href="#cb9-16" tabindex="-1"></a><span class="kw">def</span> c_1():</span>
-<span id="cb9-17"><a href="#cb9-17" tabindex="-1"></a>    time.sleep(<span class="fl">0.5</span>)</span>
-<span id="cb9-18"><a href="#cb9-18" tabindex="-1"></a></span>
-<span id="cb9-19"><a href="#cb9-19" tabindex="-1"></a><span class="kw">def</span> c_2():</span>
-<span id="cb9-20"><a href="#cb9-20" tabindex="-1"></a>    time.sleep(<span class="fl">0.3</span>)</span>
-<span id="cb9-21"><a href="#cb9-21" tabindex="-1"></a>    d_1()</span>
-<span id="cb9-22"><a href="#cb9-22" tabindex="-1"></a></span>
-<span id="cb9-23"><a href="#cb9-23" tabindex="-1"></a><span class="kw">def</span> d_1():</span>
-<span id="cb9-24"><a href="#cb9-24" tabindex="-1"></a>    time.sleep(<span class="fl">0.1</span>)</span>
-<span id="cb9-25"><a href="#cb9-25" tabindex="-1"></a></span>
-<span id="cb9-26"><a href="#cb9-26" tabindex="-1"></a><span class="co"># Entry Point</span></span>
-<span id="cb9-27"><a href="#cb9-27" tabindex="-1"></a>a_1()</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="im">import</span> time</span>
+<span id="cb12-2"><a href="#cb12-2" tabindex="-1"></a></span>
+<span id="cb12-3"><a href="#cb12-3" tabindex="-1"></a><span class="kw">def</span> a_1():</span>
+<span id="cb12-4"><a href="#cb12-4" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">3</span>):</span>
+<span id="cb12-5"><a href="#cb12-5" tabindex="-1"></a>        b_1()</span>
+<span id="cb12-6"><a href="#cb12-6" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
+<span id="cb12-7"><a href="#cb12-7" tabindex="-1"></a>    b_2()</span>
+<span id="cb12-8"><a href="#cb12-8" tabindex="-1"></a>    </span>
+<span id="cb12-9"><a href="#cb12-9" tabindex="-1"></a><span class="kw">def</span> b_1():</span>
+<span id="cb12-10"><a href="#cb12-10" tabindex="-1"></a>    c_1()</span>
+<span id="cb12-11"><a href="#cb12-11" tabindex="-1"></a>    c_2()</span>
+<span id="cb12-12"><a href="#cb12-12" tabindex="-1"></a></span>
+<span id="cb12-13"><a href="#cb12-13" tabindex="-1"></a><span class="kw">def</span> b_2():</span>
+<span id="cb12-14"><a href="#cb12-14" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
+<span id="cb12-15"><a href="#cb12-15" tabindex="-1"></a>    </span>
+<span id="cb12-16"><a href="#cb12-16" tabindex="-1"></a><span class="kw">def</span> c_1():</span>
+<span id="cb12-17"><a href="#cb12-17" tabindex="-1"></a>    time.sleep(<span class="fl">0.5</span>)</span>
+<span id="cb12-18"><a href="#cb12-18" tabindex="-1"></a></span>
+<span id="cb12-19"><a href="#cb12-19" tabindex="-1"></a><span class="kw">def</span> c_2():</span>
+<span id="cb12-20"><a href="#cb12-20" tabindex="-1"></a>    time.sleep(<span class="fl">0.3</span>)</span>
+<span id="cb12-21"><a href="#cb12-21" tabindex="-1"></a>    d_1()</span>
+<span id="cb12-22"><a href="#cb12-22" tabindex="-1"></a></span>
+<span id="cb12-23"><a href="#cb12-23" tabindex="-1"></a><span class="kw">def</span> d_1():</span>
+<span id="cb12-24"><a href="#cb12-24" tabindex="-1"></a>    time.sleep(<span class="fl">0.1</span>)</span>
+<span id="cb12-25"><a href="#cb12-25" tabindex="-1"></a></span>
+<span id="cb12-26"><a href="#cb12-26" tabindex="-1"></a><span class="co"># Entry Point</span></span>
+<span id="cb12-27"><a href="#cb12-27" tabindex="-1"></a>a_1()</span></code></pre>
 </div>
 <p>All of the methods except for <code>b_1()</code> call
 <code>time.sleep()</code>, this is used to provide synthetic bottlenecks
@@ -1125,11 +1172,11 @@ <h3 class="callout-title">Follow Along<a class="anchor" aria-label="anchor" href
 <a href="../files/snakeviz-worked-example/out.prof" download><code>cProfile</code>
 output file</a> and follow along with the worked example on your own
 machine.</p>
-<div class="codewrapper sourceCode" id="cb10">
+<div class="codewrapper sourceCode" id="cb13">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> cProfile <span class="at">-o</span> out.prof example.py</span>
-<span id="cb10-2"><a href="#cb10-2" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> snakeviz out.prof</span></code></pre>
+<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> cProfile <span class="at">-o</span> out.prof example.py</span>
+<span id="cb13-2"><a href="#cb13-2" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> snakeviz out.prof</span></code></pre>
 </div>
 </div>
 </div>
@@ -1199,6 +1246,15 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 entering a filename in the search box. This allows built-in methods to
 be hidden, which can make it easier to highlight optimisation
 priorities.</p>
+<p><strong>Notebooks</strong></p>
+<p>If you followed along inside a notebook it might look like this:</p>
+<figure><img src="../fig/snakeviz-worked-example-notebook.png" style="width:80.0%" alt="A Jupyter notebook showing the worked example profiled with snakeviz." class="figure mx-auto d-block"><div class="figcaption">The worked example inside a notebook.</div>
+</figure><p>Because notebooks operate by creating temporary Python files, the
+filename (shown <code>1378276351.py</code> above) and line numbers are
+not too useful should still be helpful. The function names follow the
+temporary file name in parentheses,
+e.g. <code>1378276351.py:3(a_1)</code>,
+<code>1378276351.py:9(b_1)</code> and so forth.</p>
 <div id="sunburst" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -1215,7 +1271,7 @@ <h3 class="callout-title">Sunburst<a class="anchor" aria-label="anchor" href="#s
 be harder to interpret. However, it increases the visibility of boxes
 further from the root call.</p>
 <!-- TODO: Alt text here is redundant? -->
-<figure><img src="../fig/snakeviz-worked-example-sunburst.png" style="width:50.0%" alt="The snakeviz sunburst visualisation for the worked example Python code." class="figure mx-auto d-block"><div class="figcaption">An sunburst visualisation provided by
+<figure><img src="../fig/snakeviz-worked-example-sunburst.png" style="width:50.0%" alt="A sunburst visualisation for the worked example Python code." class="figure mx-auto d-block"><div class="figcaption">An sunburst visualisation provided by
 <code>snakeviz</code> for the worked example’s Python code.</div>
 </figure>
 </div>
@@ -1232,7 +1288,7 @@ <h3 class="callout-title">Sunburst<a class="anchor" aria-label="anchor" href="#s
   <h3 class="accordion-header" id="headingInstructor3">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div>Instructor Note</h3>
 </button>
-<div id="collapseInstructor3" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor3" aria-labelledby="headingInstructor3">
+<div id="collapseInstructor3" class="accordion-collapse collapse" aria-labelledby="headingInstructor3" data-bs-parent="#accordionInstructor3">
 <div class="accordion-body">
 <p>Arguments 1-9 passed to <code>travellingsales.py</code> should
 execute relatively fast (less than a minute)</p>
@@ -1244,10 +1300,10 @@ <h3 class="accordion-header" id="headingInstructor3">
 <ul>
 <li><a href="../files/travelling-sales/profiles.zip" download>files/travelling-sales/profiles</a></li>
 </ul>
-<div class="codewrapper sourceCode" id="cb11">
+<div class="codewrapper sourceCode" id="cb14">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> snakeviz .</span></code></pre>
+<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb14-1"><a href="#cb14-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> snakeviz .</span></code></pre>
 </div>
 </div>
 </div>
@@ -1284,7 +1340,7 @@ <h3 class="callout-title">Exercise 1: Travelling Salesperson<a class="anchor" ar
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
 <div class="accordion-body">
 <ul>
 <li>If a hotspot isn’t visible with the argument <code>1</code>, try
@@ -1302,7 +1358,7 @@ <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>The hotspot only becomes visible when an argument of <code>5</code>
 or greater is passed.</p>
@@ -1328,7 +1384,7 @@ <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
   <h3 class="accordion-header" id="headingInstructor4">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div>Instructor Note</h3>
 </button>
-<div id="collapseInstructor4" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor4" aria-labelledby="headingInstructor4">
+<div id="collapseInstructor4" class="accordion-collapse collapse" aria-labelledby="headingInstructor4" data-bs-parent="#accordionInstructor4">
 <div class="accordion-body">
 <p>The default configuration of the Predator Prey model takes around 10
 seconds to run, it may be slower on other hardware.</p>
@@ -1374,7 +1430,7 @@ <h3 class="callout-title">Exercise 2: Predator Prey<a class="anchor" aria-label=
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2">Show me the solution</h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>It should be clear from the profile that the method
 <code>Grass::eaten()</code> (from <code>predprey.py:278</code>) occupies
@@ -1429,7 +1485,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-profiling-lines"><p>Content from <a href="profiling-lines.html">Line Level Profiling</a></p>
 <hr>
-<p>Last updated on 2024-03-20 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/RSE-Sheffield/pando-python/edit/main/episodes/profiling-lines.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 0 minutes</p>
@@ -1758,12 +1814,62 @@ <h3 class="callout-title">Rich Output<a class="anchor" aria-label="anchor" href=
 package <code>rich</code>, it will have been installed if
 <code>[all]</code> was specified when installing
 <code>line_profiler</code> with <code>pip</code>.</em></p>
-<figure><img src="../fig/line_profiler-worked-example.png" alt="A screenshot of the `line_profiler` output from the previous code block, where the code within the line contents column has basic highlighting." class="figure mx-auto d-block"><div class="figcaption">Rich (highlighted) console output provided by
+<figure><img src="../fig/line_profiler-worked-example-rich.png" alt="A screenshot of the `line_profiler` output from the previous code block, where the code within the line contents column has basic highlighting." class="figure mx-auto d-block"><div class="figcaption">Rich (highlighted) console output provided by
 <code>line_profiler</code> for the above FizzBuzz profile code.</div>
 </figure>
 </div>
 </div>
 </div>
+<div id="line_profiler-inside-notebooks" class="callout">
+<div class="callout-square">
+<i class="callout-icon" data-feather="bell"></i>
+</div>
+<div id="line_profiler-inside-notebooks" class="callout-inner">
+<h3 class="callout-title">line_profiler Inside Notebooks<a class="anchor" aria-label="anchor" href="#line_profiler-inside-notebooks"></a>
+</h3>
+<div class="callout-content">
+<p>If you’re more familiar with writing Python inside Jupyter notebooks
+you can, as with <code>snakeviz</code>, use <code>line_profiler</code>
+directly from inside notebooks. However it is still necessary for the
+code you wish to profile to be placed within a function.</p>
+<p>First <code>line_profiler</code> must be installed and it’s extension
+loaded.</p>
+<div class="codewrapper sourceCode" id="cb12">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="op">!</span>pip install line_profiler</span>
+<span id="cb12-2"><a href="#cb12-2" tabindex="-1"></a><span class="op">%</span>load_ext line_profiler</span></code></pre>
+</div>
+<p>Following this, you call <code>line_profiler</code> with
+<code>%lprun</code>.</p>
+<div class="codewrapper sourceCode" id="cb13">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="op">%</span>lprun <span class="op">-</span>f profiled_function_name entry_function_call()</span></code></pre>
+</div>
+<p>The functions to be line profiled are specified with
+<code>-f &lt;function name&gt;</code>, this is repeated for each
+individual function that you would otherwise apply the
+<code>@profile</code> decorator to.</p>
+<p>This is followed by calling the function which runs the full code to
+be profiled.</p>
+<p>For the above fizzbuzz example it would be:</p>
+<div class="codewrapper sourceCode" id="cb14">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb14-1"><a href="#cb14-1" tabindex="-1"></a><span class="op">%</span>lprun <span class="op">-</span>f fizzbuzz fizzbuzz(<span class="dv">100</span>)</span></code></pre>
+</div>
+<p>This will then create an output cell with any output from the
+profiled code, followed by the standard output from
+<code>line_profiler</code>. <em>It is not currently possible to get the
+rich/coloured output from <code>line_profiler</code> within
+notebooks.</em></p>
+<figure><img src="../fig/line_profiler-worked-example-notebook.png" alt="A screenshot of the line_profiler output from the previous code block inside a Jupyter notebook." class="figure mx-auto d-block"><div class="figcaption">Output provided by <code>line_profiler</code>
+inside a Juypter notebook for the above FizzBuzz profile code.</div>
+</figure>
+</div>
+</div>
+</div>
 </section><section id="exercises"><h2 class="section-heading">Exercises<a class="anchor" aria-label="anchor" href="#exercises"></a>
 </h2>
 <hr class="half-width">
@@ -1826,49 +1932,49 @@ <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
 <div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>If you chose to profile the whole code, it may look like this:</p>
-<div class="codewrapper sourceCode" id="cb12">
+<div class="codewrapper sourceCode" id="cb15">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="im">import</span> sys</span>
-<span id="cb12-2"><a href="#cb12-2" tabindex="-1"></a><span class="im">import</span> random</span>
-<span id="cb12-3"><a href="#cb12-3" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile        <span class="co"># Import profile decorator</span></span>
-<span id="cb12-4"><a href="#cb12-4" tabindex="-1"></a></span>
-<span id="cb12-5"><a href="#cb12-5" tabindex="-1"></a><span class="at">@profile</span>                                 <span class="co"># Decorate the function to be profiled</span></span>
-<span id="cb12-6"><a href="#cb12-6" tabindex="-1"></a><span class="kw">def</span> main():                              <span class="co"># Create a simple function with the code to be profiled</span></span>
-<span id="cb12-7"><a href="#cb12-7" tabindex="-1"></a>    <span class="co"># Argument parsing</span></span>
-<span id="cb12-8"><a href="#cb12-8" tabindex="-1"></a>    <span class="cf">if</span> <span class="bu">len</span>(sys.argv) <span class="op">!=</span> <span class="dv">2</span>:</span>
-<span id="cb12-9"><a href="#cb12-9" tabindex="-1"></a>        <span class="bu">print</span>(<span class="st">"Script expects 1 positive integer argument, </span><span class="sc">%u</span><span class="st"> found."</span><span class="op">%</span>(<span class="bu">len</span>(sys.argv) <span class="op">-</span> <span class="dv">1</span>))</span>
-<span id="cb12-10"><a href="#cb12-10" tabindex="-1"></a>        sys.exit()</span>
-<span id="cb12-11"><a href="#cb12-11" tabindex="-1"></a>    n <span class="op">=</span> <span class="bu">int</span>(sys.argv[<span class="dv">1</span>])</span>
-<span id="cb12-12"><a href="#cb12-12" tabindex="-1"></a>    <span class="co"># Init</span></span>
-<span id="cb12-13"><a href="#cb12-13" tabindex="-1"></a>    random.seed(<span class="dv">12</span>)</span>
-<span id="cb12-14"><a href="#cb12-14" tabindex="-1"></a>    arr <span class="op">=</span> [random.random() <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n)]</span>
-<span id="cb12-15"><a href="#cb12-15" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting </span><span class="sc">%d</span><span class="st"> elements"</span><span class="op">%</span>(n))</span>
-<span id="cb12-16"><a href="#cb12-16" tabindex="-1"></a>    <span class="co"># Sort</span></span>
-<span id="cb12-17"><a href="#cb12-17" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
-<span id="cb12-18"><a href="#cb12-18" tabindex="-1"></a>        swapped <span class="op">=</span> <span class="va">False</span></span>
-<span id="cb12-19"><a href="#cb12-19" tabindex="-1"></a>        <span class="cf">for</span> j <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">0</span>, n <span class="op">-</span> i <span class="op">-</span> <span class="dv">1</span>):</span>
-<span id="cb12-20"><a href="#cb12-20" tabindex="-1"></a>            <span class="cf">if</span> arr[j] <span class="op">&gt;</span> arr[j <span class="op">+</span> <span class="dv">1</span>]:</span>
-<span id="cb12-21"><a href="#cb12-21" tabindex="-1"></a>                arr[j], arr[j <span class="op">+</span> <span class="dv">1</span>] <span class="op">=</span> arr[j <span class="op">+</span> <span class="dv">1</span>], arr[j]</span>
-<span id="cb12-22"><a href="#cb12-22" tabindex="-1"></a>                swapped <span class="op">=</span> <span class="va">True</span></span>
-<span id="cb12-23"><a href="#cb12-23" tabindex="-1"></a>        <span class="co"># If no two elements were swapped in the inner loop, the array is sorted</span></span>
-<span id="cb12-24"><a href="#cb12-24" tabindex="-1"></a>        <span class="cf">if</span> <span class="kw">not</span> swapped:</span>
-<span id="cb12-25"><a href="#cb12-25" tabindex="-1"></a>            <span class="cf">break</span></span>
-<span id="cb12-26"><a href="#cb12-26" tabindex="-1"></a>    <span class="co"># Validate</span></span>
-<span id="cb12-27"><a href="#cb12-27" tabindex="-1"></a>    is_sorted <span class="op">=</span> <span class="va">True</span></span>
-<span id="cb12-28"><a href="#cb12-28" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
-<span id="cb12-29"><a href="#cb12-29" tabindex="-1"></a>        <span class="cf">if</span> arr[i] <span class="op">&gt;</span> arr[i<span class="op">+</span><span class="dv">1</span>]:</span>
-<span id="cb12-30"><a href="#cb12-30" tabindex="-1"></a>            is_sorted <span class="op">=</span> <span class="va">False</span></span>
-<span id="cb12-31"><a href="#cb12-31" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting: </span><span class="sc">%s</span><span class="st">"</span><span class="op">%</span>(<span class="st">"Passed"</span> <span class="cf">if</span> is_sorted <span class="cf">else</span> <span class="st">"Failed"</span>))</span>
-<span id="cb12-32"><a href="#cb12-32" tabindex="-1"></a>    </span>
-<span id="cb12-33"><a href="#cb12-33" tabindex="-1"></a>main()                                  <span class="co"># Call the created function</span></span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="im">import</span> sys</span>
+<span id="cb15-2"><a href="#cb15-2" tabindex="-1"></a><span class="im">import</span> random</span>
+<span id="cb15-3"><a href="#cb15-3" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile        <span class="co"># Import profile decorator</span></span>
+<span id="cb15-4"><a href="#cb15-4" tabindex="-1"></a></span>
+<span id="cb15-5"><a href="#cb15-5" tabindex="-1"></a><span class="at">@profile</span>                                 <span class="co"># Decorate the function to be profiled</span></span>
+<span id="cb15-6"><a href="#cb15-6" tabindex="-1"></a><span class="kw">def</span> main():                              <span class="co"># Create a simple function with the code to be profiled</span></span>
+<span id="cb15-7"><a href="#cb15-7" tabindex="-1"></a>    <span class="co"># Argument parsing</span></span>
+<span id="cb15-8"><a href="#cb15-8" tabindex="-1"></a>    <span class="cf">if</span> <span class="bu">len</span>(sys.argv) <span class="op">!=</span> <span class="dv">2</span>:</span>
+<span id="cb15-9"><a href="#cb15-9" tabindex="-1"></a>        <span class="bu">print</span>(<span class="st">"Script expects 1 positive integer argument, </span><span class="sc">%u</span><span class="st"> found."</span><span class="op">%</span>(<span class="bu">len</span>(sys.argv) <span class="op">-</span> <span class="dv">1</span>))</span>
+<span id="cb15-10"><a href="#cb15-10" tabindex="-1"></a>        sys.exit()</span>
+<span id="cb15-11"><a href="#cb15-11" tabindex="-1"></a>    n <span class="op">=</span> <span class="bu">int</span>(sys.argv[<span class="dv">1</span>])</span>
+<span id="cb15-12"><a href="#cb15-12" tabindex="-1"></a>    <span class="co"># Init</span></span>
+<span id="cb15-13"><a href="#cb15-13" tabindex="-1"></a>    random.seed(<span class="dv">12</span>)</span>
+<span id="cb15-14"><a href="#cb15-14" tabindex="-1"></a>    arr <span class="op">=</span> [random.random() <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n)]</span>
+<span id="cb15-15"><a href="#cb15-15" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting </span><span class="sc">%d</span><span class="st"> elements"</span><span class="op">%</span>(n))</span>
+<span id="cb15-16"><a href="#cb15-16" tabindex="-1"></a>    <span class="co"># Sort</span></span>
+<span id="cb15-17"><a href="#cb15-17" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
+<span id="cb15-18"><a href="#cb15-18" tabindex="-1"></a>        swapped <span class="op">=</span> <span class="va">False</span></span>
+<span id="cb15-19"><a href="#cb15-19" tabindex="-1"></a>        <span class="cf">for</span> j <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">0</span>, n <span class="op">-</span> i <span class="op">-</span> <span class="dv">1</span>):</span>
+<span id="cb15-20"><a href="#cb15-20" tabindex="-1"></a>            <span class="cf">if</span> arr[j] <span class="op">&gt;</span> arr[j <span class="op">+</span> <span class="dv">1</span>]:</span>
+<span id="cb15-21"><a href="#cb15-21" tabindex="-1"></a>                arr[j], arr[j <span class="op">+</span> <span class="dv">1</span>] <span class="op">=</span> arr[j <span class="op">+</span> <span class="dv">1</span>], arr[j]</span>
+<span id="cb15-22"><a href="#cb15-22" tabindex="-1"></a>                swapped <span class="op">=</span> <span class="va">True</span></span>
+<span id="cb15-23"><a href="#cb15-23" tabindex="-1"></a>        <span class="co"># If no two elements were swapped in the inner loop, the array is sorted</span></span>
+<span id="cb15-24"><a href="#cb15-24" tabindex="-1"></a>        <span class="cf">if</span> <span class="kw">not</span> swapped:</span>
+<span id="cb15-25"><a href="#cb15-25" tabindex="-1"></a>            <span class="cf">break</span></span>
+<span id="cb15-26"><a href="#cb15-26" tabindex="-1"></a>    <span class="co"># Validate</span></span>
+<span id="cb15-27"><a href="#cb15-27" tabindex="-1"></a>    is_sorted <span class="op">=</span> <span class="va">True</span></span>
+<span id="cb15-28"><a href="#cb15-28" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
+<span id="cb15-29"><a href="#cb15-29" tabindex="-1"></a>        <span class="cf">if</span> arr[i] <span class="op">&gt;</span> arr[i<span class="op">+</span><span class="dv">1</span>]:</span>
+<span id="cb15-30"><a href="#cb15-30" tabindex="-1"></a>            is_sorted <span class="op">=</span> <span class="va">False</span></span>
+<span id="cb15-31"><a href="#cb15-31" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting: </span><span class="sc">%s</span><span class="st">"</span><span class="op">%</span>(<span class="st">"Passed"</span> <span class="cf">if</span> is_sorted <span class="cf">else</span> <span class="st">"Failed"</span>))</span>
+<span id="cb15-32"><a href="#cb15-32" tabindex="-1"></a>    </span>
+<span id="cb15-33"><a href="#cb15-33" tabindex="-1"></a>main()                                  <span class="co"># Call the created function</span></span></code></pre>
 </div>
 <p>The sort can be profiled with 100 elements, this is quick and should
 be representative.</p>
-<div class="codewrapper sourceCode" id="cb13">
+<div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> kernprof <span class="at">-lvr</span> bubblesort.py 100</span></code></pre>
+<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> kernprof <span class="at">-lvr</span> bubblesort.py 100</span></code></pre>
 </div>
 <p>This produces output:</p>
 <div class="codewrapper">
@@ -1968,18 +2074,18 @@ <h4 class="accordion-header" id="headingSolution2">Show me the solution</h4>
 <div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>First the function must be decorated</p>
-<div class="codewrapper sourceCode" id="cb15">
+<div class="codewrapper sourceCode" id="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="co"># line ~1</span></span>
-<span id="cb15-2"><a href="#cb15-2" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb18-1"><a href="#cb18-1" tabindex="-1"></a><span class="co"># line ~1</span></span>
+<span id="cb18-2"><a href="#cb18-2" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile</span></code></pre>
 </div>
-<div class="codewrapper sourceCode" id="cb16">
+<div class="codewrapper sourceCode" id="cb19">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a><span class="co"># line ~278</span></span>
-<span id="cb16-2"><a href="#cb16-2" tabindex="-1"></a>    <span class="at">@profile</span></span>
-<span id="cb16-3"><a href="#cb16-3" tabindex="-1"></a>    <span class="kw">def</span> eaten(<span class="va">self</span>, prey_list):</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a><span class="co"># line ~278</span></span>
+<span id="cb19-2"><a href="#cb19-2" tabindex="-1"></a>    <span class="at">@profile</span></span>
+<span id="cb19-3"><a href="#cb19-3" tabindex="-1"></a>    <span class="kw">def</span> eaten(<span class="va">self</span>, prey_list):</span></code></pre>
 </div>
 <p><code>line_profiler</code> can then be executed via
 <code>python -m kernprof -lvr predprey.py</code>.</p>
@@ -1989,11 +2095,11 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 and their member variables evaluated by this method both change as the
 model progresses, but the overall pattern is likely to remain
 similar.</p>
-<div class="codewrapper sourceCode" id="cb17">
+<div class="codewrapper sourceCode" id="cb20">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb17-1"><a href="#cb17-1" tabindex="-1"></a><span class="co"># line ~420</span></span>
-<span id="cb17-2"><a href="#cb17-2" tabindex="-1"></a>model <span class="op">=</span> Model(<span class="dv">50</span>) <span class="co"># 50 steps (originally defaulted to 250)</span></span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb20-1"><a href="#cb20-1" tabindex="-1"></a><span class="co"># line ~420</span></span>
+<span id="cb20-2"><a href="#cb20-2" tabindex="-1"></a>model <span class="op">=</span> Model(<span class="dv">50</span>) <span class="co"># 50 steps (originally defaulted to 250)</span></span></code></pre>
 </div>
 <p>Alternatively, you can kill the profiling process
 (e.g. <code>ctrl + c</code>) after a minute and the currently collected
@@ -2040,12 +2146,12 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>From the profiling output it can be seen that lines 285-287 occupy
 over 90% of the method’s runtime!</p>
-<div class="codewrapper sourceCode" id="cb19">
+<div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a>            <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="bu">len</span>(prey_list)):</span>
-<span id="cb19-2"><a href="#cb19-2" tabindex="-1"></a>                prey <span class="op">=</span> prey_list[i]</span>
-<span id="cb19-3"><a href="#cb19-3" tabindex="-1"></a>                <span class="cf">if</span> prey.life <span class="op">&lt;</span> PREY_HUNGER_THRESH:</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb22-1"><a href="#cb22-1" tabindex="-1"></a>            <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="bu">len</span>(prey_list)):</span>
+<span id="cb22-2"><a href="#cb22-2" tabindex="-1"></a>                prey <span class="op">=</span> prey_list[i]</span>
+<span id="cb22-3"><a href="#cb22-3" tabindex="-1"></a>                <span class="cf">if</span> prey.life <span class="op">&lt;</span> PREY_HUNGER_THRESH:</span></code></pre>
 </div>
 <p>Given that the following line 289 only has a relative 0.6% time, it
 can be understood that the vast majority of times the condition
@@ -4395,9 +4501,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "url": "rse.shef.ac.uk/pando-python/instructor/aio.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/aio.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 8b726b7..f8d34cf 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -382,15 +382,19 @@ <h3 id="profiling-functions-figure-3">Figure 3</h3>
 <code>snakeviz</code> for the above Python code.</div>
 </figure><hr>
 <h3 id="profiling-functions-figure-4">Figure 4</h3>
-<p aria-hidden="true">Image 1 of 1: ‘The snakeviz sunburst visualisation for the worked example Python code.’</p>
-<figure><img src="../fig/snakeviz-worked-example-sunburst.png" style="width:50.0%" alt="The snakeviz sunburst visualisation for the worked example Python code." class="figure mx-auto d-block"><div class="figcaption">An sunburst visualisation provided by
-<code>snakeviz</code> for the worked example’s Python code.</div>
+<p aria-hidden="true">Image 1 of 1: ‘A Jupyter notebook showing the worked example profiled with snakeviz.’</p>
+<figure><img src="../fig/snakeviz-worked-example-notebook.png" style="width:80.0%" alt="A Jupyter notebook showing the worked example profiled with snakeviz." class="figure mx-auto d-block"><div class="figcaption">The worked example inside a notebook.</div>
 </figure><hr>
 <h3 id="profiling-functions-figure-5">Figure 5</h3>
+<p aria-hidden="true">Image 1 of 1: ‘A sunburst visualisation for the worked example Python code.’</p>
+<figure><img src="../fig/snakeviz-worked-example-sunburst.png" style="width:50.0%" alt="A sunburst visualisation for the worked example Python code." class="figure mx-auto d-block"><div class="figcaption">An sunburst visualisation provided by
+<code>snakeviz</code> for the worked example’s Python code.</div>
+</figure><hr>
+<h3 id="profiling-functions-figure-6">Figure 6</h3>
 <p aria-hidden="true">Image 1 of 1: ‘The top 9 rows of the table shown by snakeviz when profiling predprey.py. The top row shows that predprey.py:278(eaten) was called 1,250,000 times, taking a total time of 8 seconds. The table is ordered in descending total time, with the next row taking a mere 0.74 seconds.’</p>
 <figure><img src="../fig/snakeviz-predprey-table.png" alt="The top 9 rows of the table shown by snakeviz when profiling predprey.py. The top row shows that predprey.py:278(eaten) was called 1,250,000 times, taking a total time of 8 seconds. The table is ordered in descending total time, with the next row taking a mere 0.74 seconds." class="figure mx-auto d-block"><div class="figcaption">The top of the table shown by snakeviz.</div>
 </figure><hr>
-<h3 id="profiling-functions-figure-6">Figure 6</h3>
+<h3 id="profiling-functions-figure-7">Figure 7</h3>
 <p aria-hidden="true">Image 1 of 1: ‘A line graph plotting population over time through 250 steps of the pred prey model. Grass/20, shown in green, has a brief dip in the first 30 steps, but recovers holding steady at approximately 240 (4800 agents). Prey, shown in blue, starts at 200, quickly drops to around 185, before levelling off for steps and then slowly declining to a final value of 50. The data for predators, shown in red, has significantly more noise. There are 50 predators to begin, this rises briefly before falling to around 10, from here it noisily grows to around 70 by step 250 with several larger declines during the growth.’</p>
 <figure><img src="../fig/predprey_out.png" alt="A line graph plotting population over time through 250 steps of the pred prey model. Grass/20, shown in green, has a brief dip in the first 30 steps, but recovers holding steady at approximately 240 (4800 agents). Prey, shown in blue, starts at 200, quickly drops to around 185, before levelling off for steps and then slowly declining to a final value of 50. The data for predators, shown in red, has significantly more noise. There are 50 predators to begin, this rises briefly before falling to around 10, from here it noisily grows to around 70 by step 250 with several larger declines during the growth." class="figure mx-auto d-block"><div class="figcaption">
 <code>predprey_out.png</code> as produced by the
@@ -399,8 +403,13 @@ <h3 id="profiling-functions-figure-6">Figure 6</h3>
 <hr class="half-width">
 <h3 id="profiling-lines-figure-1">Figure 1</h3>
 <p aria-hidden="true">Image 1 of 1: ‘A screenshot of the `line_profiler` output from the previous code block, where the code within the line contents column has basic highlighting.’</p>
-<figure><img src="../fig/line_profiler-worked-example.png" alt="A screenshot of the `line_profiler` output from the previous code block, where the code within the line contents column has basic highlighting." class="figure mx-auto d-block"><div class="figcaption">Rich (highlighted) console output provided by
+<figure><img src="../fig/line_profiler-worked-example-rich.png" alt="A screenshot of the `line_profiler` output from the previous code block, where the code within the line contents column has basic highlighting." class="figure mx-auto d-block"><div class="figcaption">Rich (highlighted) console output provided by
 <code>line_profiler</code> for the above FizzBuzz profile code.</div>
+</figure><hr>
+<h3 id="profiling-lines-figure-2">Figure 2</h3>
+<p aria-hidden="true">Image 1 of 1: ‘A screenshot of the line_profiler output from the previous code block inside a Jupyter notebook.’</p>
+<figure><img src="../fig/line_profiler-worked-example-notebook.png" alt="A screenshot of the line_profiler output from the previous code block inside a Jupyter notebook." class="figure mx-auto d-block"><div class="figcaption">Output provided by <code>line_profiler</code>
+inside a Juypter notebook for the above FizzBuzz profile code.</div>
 </figure><hr></section><section id="profiling-conclusion"><h2 class="section-heading"><a href="profiling-conclusion.html">Profiling Conclusion</a></h2>
 <hr class="half-width"></section><section id="optimisation-introduction"><h2 class="section-heading"><a href="optimisation-introduction.html">Introduction to Optimisation</a></h2>
 <hr class="half-width"></section><section id="optimisation-data-structures-algorithms"><h2 class="section-heading"><a href="optimisation-data-structures-algorithms.html">Data Structures &amp; Algorithms</a></h2>
@@ -491,9 +500,9 @@ <h3 id="optimisation-memory-figure-3">Figure 3</h3>
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   "url": "rse.shef.ac.uk/pando-python/instructor/images.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/images.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index b0d4733..76111ca 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -579,9 +579,9 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/instructor/index.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/index.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 2aa66b6..2b20d92 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -427,10 +427,10 @@ <h3 id="profiling-functions-headingInstructor1">
 <ul>
 <li><a href="../files/travelling-sales/profiles.zip" download>files/travelling-sales/profiles</a></li>
 </ul>
-<div class="codewrapper sourceCode" id="cb11">
+<div class="codewrapper sourceCode" id="cb14">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> snakeviz .</span></code></pre>
+<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb14-1"><a href="#cb14-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> snakeviz .</span></code></pre>
 </div>
 <hr>
 <br><h3 id="profiling-functions-headingInstructor4">
@@ -536,9 +536,9 @@ <h3 id="optimisation-data-structures-algorithms-headingInstructor1">
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   "identifier": "rse.shef.ac.uk/pando-python/instructor/instructor-notes.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index acc8a35..8ca9e14 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -612,9 +612,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "url": "rse.shef.ac.uk/pando-python/instructor/key-points.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/key-points.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/optimisation-conclusion.html b/instructor/optimisation-conclusion.html
index 81f21f2..eaf9581 100644
--- a/instructor/optimisation-conclusion.html
+++ b/instructor/optimisation-conclusion.html
@@ -470,9 +470,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "url": "rse.shef.ac.uk/pando-python/instructor/optimisation-conclusion.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/optimisation-conclusion.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/optimisation-data-structures-algorithms.html b/instructor/optimisation-data-structures-algorithms.html
index 506445b..091edfa 100644
--- a/instructor/optimisation-data-structures-algorithms.html
+++ b/instructor/optimisation-data-structures-algorithms.html
@@ -891,9 +891,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "identifier": "rse.shef.ac.uk/pando-python/instructor/optimisation-data-structures-algorithms.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/optimisation-introduction.html b/instructor/optimisation-introduction.html
index 42e4145..707c742 100644
--- a/instructor/optimisation-introduction.html
+++ b/instructor/optimisation-introduction.html
@@ -605,9 +605,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "identifier": "rse.shef.ac.uk/pando-python/instructor/optimisation-introduction.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
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-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
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diff --git a/instructor/optimisation-memory.html b/instructor/optimisation-memory.html
index e43a2e6..c7a9633 100644
--- a/instructor/optimisation-memory.html
+++ b/instructor/optimisation-memory.html
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-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
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diff --git a/instructor/optimisation-minimise-python.html b/instructor/optimisation-minimise-python.html
index c760720..18cc122 100644
--- a/instructor/optimisation-minimise-python.html
+++ b/instructor/optimisation-minimise-python.html
@@ -1182,9 +1182,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/instructor/optimisation-minimise-python.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/optimisation-minimise-python.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/optimisation-use-latest.html b/instructor/optimisation-use-latest.html
index 6243358..794e7e0 100644
--- a/instructor/optimisation-use-latest.html
+++ b/instructor/optimisation-use-latest.html
@@ -476,9 +476,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/instructor/optimisation-use-latest.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/optimisation-use-latest.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 2b73fac..d6cb639 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -342,9 +342,9 @@ <h1>Learner Profiles</h1>
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/instructor/profiles.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/profiles.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/profiling-conclusion.html b/instructor/profiling-conclusion.html
index c22ac7b..496f4fc 100644
--- a/instructor/profiling-conclusion.html
+++ b/instructor/profiling-conclusion.html
@@ -455,9 +455,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/instructor/profiling-conclusion.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/profiling-conclusion.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/profiling-functions.html b/instructor/profiling-functions.html
index 59fd3f3..3bbdf9a 100644
--- a/instructor/profiling-functions.html
+++ b/instructor/profiling-functions.html
@@ -310,7 +310,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Function Level Profiling</h1>
-        <p>Last updated on 2024-03-20 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/RSE-Sheffield/pando-python/edit/main/episodes/profiling-functions.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -529,7 +529,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
   <h3 class="accordion-header" id="headingInstructor1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div>Instructor Note</h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>It can help to run these examples by running <code>snakeviz</code>
 live. For the worked example you may wish to also show the code (e.g. in
@@ -587,6 +587,53 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 small proportion of the runtime are hidden (“Cutoff”).</p>
 <p>As you hover each box, information to the left of the diagram updates
 specifying the location of the method and for how long it ran.</p>
+<div id="snakeviz-inside-notebooks" class="callout">
+<div class="callout-square">
+<i class="callout-icon" data-feather="bell"></i>
+</div>
+<div id="snakeviz-inside-notebooks" class="callout-inner">
+<h3 class="callout-title">snakeviz Inside Notebooks<a class="anchor" aria-label="anchor" href="#snakeviz-inside-notebooks"></a>
+</h3>
+<div class="callout-content">
+<p>If you’re more familiar with writing Python inside Jupyter notebooks
+you can still use <code>snakeviz</code> directly from inside notebooks
+using the notebooks “magic” prefix (<code>%</code>) and it will
+automatically call <code>cProfile</code> for you.</p>
+<p>First <code>snakeviz</code> must be installed and it’s extension
+loaded.</p>
+<div class="codewrapper sourceCode" id="cb9">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="op">!</span>pip install snakeviz</span>
+<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a><span class="op">%</span>load_ext snakeviz</span></code></pre>
+</div>
+<p>Following this, you can either call <code>%snakeviz</code> to profile
+a function defined earlier in the notebook.</p>
+<div class="codewrapper sourceCode" id="cb10">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="op">%</span>snakeviz my_function()</span></code></pre>
+</div>
+<p>Or, you can create a <code>%%snakeviz</code> cell, to profile the
+python executed within it.</p>
+<div class="codewrapper sourceCode" id="cb11">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="op">%%</span>snakeviz</span>
+<span id="cb11-2"><a href="#cb11-2" tabindex="-1"></a></span>
+<span id="cb11-3"><a href="#cb11-3" tabindex="-1"></a><span class="kw">def</span> my_function():</span>
+<span id="cb11-4"><a href="#cb11-4" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Hello World!"</span>)</span>
+<span id="cb11-5"><a href="#cb11-5" tabindex="-1"></a></span>
+<span id="cb11-6"><a href="#cb11-6" tabindex="-1"></a>my_function()</span></code></pre>
+</div>
+<p>In both cases, the full <code>snakeviz</code> profile visualisation
+will appear as an output within the notebook!</p>
+<p><em>You may wish to right click the top of the output, and select
+“Disable Scrolling for Outputs” to expand it’s box if it begins too
+small.</em></p>
+</div>
+</div>
+</div>
 </section><section id="worked-example"><h2 class="section-heading">Worked Example<a class="anchor" aria-label="anchor" href="#worked-example"></a>
 </h2>
 <hr class="half-width"><div id="accordionInstructor2" class="accordion instructor-note accordion-flush">
@@ -595,7 +642,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
   <h3 class="accordion-header" id="headingInstructor2">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div>Instructor Note</h3>
 </button>
-<div id="collapseInstructor2" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor2" aria-labelledby="headingInstructor2">
+<div id="collapseInstructor2" class="accordion-collapse collapse" aria-labelledby="headingInstructor2" data-bs-parent="#accordionInstructor2">
 <div class="accordion-body">
 <p>Demonstrate this!</p>
 </div>
@@ -605,36 +652,36 @@ <h3 class="accordion-header" id="headingInstructor2">
 <p>To more clearly demonstrate how an execution hierarchy maps to the
 icicle diagram, the below toy example Python script has been
 implemented.</p>
-<div class="codewrapper sourceCode" id="cb9">
+<div class="codewrapper sourceCode" id="cb12">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="im">import</span> time</span>
-<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a></span>
-<span id="cb9-3"><a href="#cb9-3" tabindex="-1"></a><span class="kw">def</span> a_1():</span>
-<span id="cb9-4"><a href="#cb9-4" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">3</span>):</span>
-<span id="cb9-5"><a href="#cb9-5" tabindex="-1"></a>        b_1()</span>
-<span id="cb9-6"><a href="#cb9-6" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
-<span id="cb9-7"><a href="#cb9-7" tabindex="-1"></a>    b_2()</span>
-<span id="cb9-8"><a href="#cb9-8" tabindex="-1"></a>    </span>
-<span id="cb9-9"><a href="#cb9-9" tabindex="-1"></a><span class="kw">def</span> b_1():</span>
-<span id="cb9-10"><a href="#cb9-10" tabindex="-1"></a>    c_1()</span>
-<span id="cb9-11"><a href="#cb9-11" tabindex="-1"></a>    c_2()</span>
-<span id="cb9-12"><a href="#cb9-12" tabindex="-1"></a></span>
-<span id="cb9-13"><a href="#cb9-13" tabindex="-1"></a><span class="kw">def</span> b_2():</span>
-<span id="cb9-14"><a href="#cb9-14" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
-<span id="cb9-15"><a href="#cb9-15" tabindex="-1"></a>    </span>
-<span id="cb9-16"><a href="#cb9-16" tabindex="-1"></a><span class="kw">def</span> c_1():</span>
-<span id="cb9-17"><a href="#cb9-17" tabindex="-1"></a>    time.sleep(<span class="fl">0.5</span>)</span>
-<span id="cb9-18"><a href="#cb9-18" tabindex="-1"></a></span>
-<span id="cb9-19"><a href="#cb9-19" tabindex="-1"></a><span class="kw">def</span> c_2():</span>
-<span id="cb9-20"><a href="#cb9-20" tabindex="-1"></a>    time.sleep(<span class="fl">0.3</span>)</span>
-<span id="cb9-21"><a href="#cb9-21" tabindex="-1"></a>    d_1()</span>
-<span id="cb9-22"><a href="#cb9-22" tabindex="-1"></a></span>
-<span id="cb9-23"><a href="#cb9-23" tabindex="-1"></a><span class="kw">def</span> d_1():</span>
-<span id="cb9-24"><a href="#cb9-24" tabindex="-1"></a>    time.sleep(<span class="fl">0.1</span>)</span>
-<span id="cb9-25"><a href="#cb9-25" tabindex="-1"></a></span>
-<span id="cb9-26"><a href="#cb9-26" tabindex="-1"></a><span class="co"># Entry Point</span></span>
-<span id="cb9-27"><a href="#cb9-27" tabindex="-1"></a>a_1()</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="im">import</span> time</span>
+<span id="cb12-2"><a href="#cb12-2" tabindex="-1"></a></span>
+<span id="cb12-3"><a href="#cb12-3" tabindex="-1"></a><span class="kw">def</span> a_1():</span>
+<span id="cb12-4"><a href="#cb12-4" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">3</span>):</span>
+<span id="cb12-5"><a href="#cb12-5" tabindex="-1"></a>        b_1()</span>
+<span id="cb12-6"><a href="#cb12-6" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
+<span id="cb12-7"><a href="#cb12-7" tabindex="-1"></a>    b_2()</span>
+<span id="cb12-8"><a href="#cb12-8" tabindex="-1"></a>    </span>
+<span id="cb12-9"><a href="#cb12-9" tabindex="-1"></a><span class="kw">def</span> b_1():</span>
+<span id="cb12-10"><a href="#cb12-10" tabindex="-1"></a>    c_1()</span>
+<span id="cb12-11"><a href="#cb12-11" tabindex="-1"></a>    c_2()</span>
+<span id="cb12-12"><a href="#cb12-12" tabindex="-1"></a></span>
+<span id="cb12-13"><a href="#cb12-13" tabindex="-1"></a><span class="kw">def</span> b_2():</span>
+<span id="cb12-14"><a href="#cb12-14" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
+<span id="cb12-15"><a href="#cb12-15" tabindex="-1"></a>    </span>
+<span id="cb12-16"><a href="#cb12-16" tabindex="-1"></a><span class="kw">def</span> c_1():</span>
+<span id="cb12-17"><a href="#cb12-17" tabindex="-1"></a>    time.sleep(<span class="fl">0.5</span>)</span>
+<span id="cb12-18"><a href="#cb12-18" tabindex="-1"></a></span>
+<span id="cb12-19"><a href="#cb12-19" tabindex="-1"></a><span class="kw">def</span> c_2():</span>
+<span id="cb12-20"><a href="#cb12-20" tabindex="-1"></a>    time.sleep(<span class="fl">0.3</span>)</span>
+<span id="cb12-21"><a href="#cb12-21" tabindex="-1"></a>    d_1()</span>
+<span id="cb12-22"><a href="#cb12-22" tabindex="-1"></a></span>
+<span id="cb12-23"><a href="#cb12-23" tabindex="-1"></a><span class="kw">def</span> d_1():</span>
+<span id="cb12-24"><a href="#cb12-24" tabindex="-1"></a>    time.sleep(<span class="fl">0.1</span>)</span>
+<span id="cb12-25"><a href="#cb12-25" tabindex="-1"></a></span>
+<span id="cb12-26"><a href="#cb12-26" tabindex="-1"></a><span class="co"># Entry Point</span></span>
+<span id="cb12-27"><a href="#cb12-27" tabindex="-1"></a>a_1()</span></code></pre>
 </div>
 <p>All of the methods except for <code>b_1()</code> call
 <code>time.sleep()</code>, this is used to provide synthetic bottlenecks
@@ -662,11 +709,11 @@ <h3 class="callout-title">Follow Along<a class="anchor" aria-label="anchor" href
 <a href="../files/snakeviz-worked-example/out.prof" download><code>cProfile</code>
 output file</a> and follow along with the worked example on your own
 machine.</p>
-<div class="codewrapper sourceCode" id="cb10">
+<div class="codewrapper sourceCode" id="cb13">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> cProfile <span class="at">-o</span> out.prof example.py</span>
-<span id="cb10-2"><a href="#cb10-2" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> snakeviz out.prof</span></code></pre>
+<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> cProfile <span class="at">-o</span> out.prof example.py</span>
+<span id="cb13-2"><a href="#cb13-2" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> snakeviz out.prof</span></code></pre>
 </div>
 </div>
 </div>
@@ -734,6 +781,15 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 entering a filename in the search box. This allows built-in methods to
 be hidden, which can make it easier to highlight optimisation
 priorities.</p>
+<p><strong>Notebooks</strong></p>
+<p>If you followed along inside a notebook it might look like this:</p>
+<figure><img src="../fig/snakeviz-worked-example-notebook.png" style="width:80.0%" alt="A Jupyter notebook showing the worked example profiled with snakeviz." class="figure mx-auto d-block"><div class="figcaption">The worked example inside a notebook.</div>
+</figure><p>Because notebooks operate by creating temporary Python files, the
+filename (shown <code>1378276351.py</code> above) and line numbers are
+not too useful should still be helpful. The function names follow the
+temporary file name in parentheses,
+e.g. <code>1378276351.py:3(a_1)</code>,
+<code>1378276351.py:9(b_1)</code> and so forth.</p>
 <div id="sunburst" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -750,7 +806,7 @@ <h3 class="callout-title">Sunburst<a class="anchor" aria-label="anchor" href="#s
 be harder to interpret. However, it increases the visibility of boxes
 further from the root call.</p>
 <!-- TODO: Alt text here is redundant? -->
-<figure><img src="../fig/snakeviz-worked-example-sunburst.png" style="width:50.0%" alt="The snakeviz sunburst visualisation for the worked example Python code." class="figure mx-auto d-block"><div class="figcaption">An sunburst visualisation provided by
+<figure><img src="../fig/snakeviz-worked-example-sunburst.png" style="width:50.0%" alt="A sunburst visualisation for the worked example Python code." class="figure mx-auto d-block"><div class="figcaption">An sunburst visualisation provided by
 <code>snakeviz</code> for the worked example’s Python code.</div>
 </figure></div>
 </div>
@@ -765,7 +821,7 @@ <h3 class="callout-title">Sunburst<a class="anchor" aria-label="anchor" href="#s
   <h3 class="accordion-header" id="headingInstructor3">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div>Instructor Note</h3>
 </button>
-<div id="collapseInstructor3" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor3" aria-labelledby="headingInstructor3">
+<div id="collapseInstructor3" class="accordion-collapse collapse" aria-labelledby="headingInstructor3" data-bs-parent="#accordionInstructor3">
 <div class="accordion-body">
 <p>Arguments 1-9 passed to <code>travellingsales.py</code> should
 execute relatively fast (less than a minute)</p>
@@ -775,10 +831,10 @@ <h3 class="accordion-header" id="headingInstructor3">
 <p>Download the set of profiles for arguments 1-10, these can be opened
 by passing the directory to <code>snakeviz</code>.</p>
 <ul><li><a href="../files/travelling-sales/profiles.zip" download>files/travelling-sales/profiles</a></li>
-</ul><div class="codewrapper sourceCode" id="cb11">
+</ul><div class="codewrapper sourceCode" id="cb14">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> snakeviz .</span></code></pre>
+<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb14-1"><a href="#cb14-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> snakeviz .</span></code></pre>
 </div>
 </div>
 </div>
@@ -815,7 +871,7 @@ <h3 class="callout-title">Exercise 1: Travelling Salesperson<a class="anchor" ar
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
 <div class="accordion-body">
 <ul><li>If a hotspot isn’t visible with the argument <code>1</code>, try
 increasing the value.</li>
@@ -831,7 +887,7 @@ <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>The hotspot only becomes visible when an argument of <code>5</code>
 or greater is passed.</p>
@@ -857,7 +913,7 @@ <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
   <h3 class="accordion-header" id="headingInstructor4">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div>Instructor Note</h3>
 </button>
-<div id="collapseInstructor4" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor4" aria-labelledby="headingInstructor4">
+<div id="collapseInstructor4" class="accordion-collapse collapse" aria-labelledby="headingInstructor4" data-bs-parent="#accordionInstructor4">
 <div class="accordion-body">
 <p>The default configuration of the Predator Prey model takes around 10
 seconds to run, it may be slower on other hardware.</p>
@@ -903,7 +959,7 @@ <h3 class="callout-title">Exercise 2: Predator Prey<a class="anchor" aria-label=
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2">Show me the solution</h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>It should be clear from the profile that the method
 <code>Grass::eaten()</code> (from <code>predprey.py:278</code>) occupies
@@ -1022,9 +1078,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/instructor/profiling-functions.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/profiling-functions.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/profiling-introduction.html b/instructor/profiling-introduction.html
index dd759f2..ed2f5f4 100644
--- a/instructor/profiling-introduction.html
+++ b/instructor/profiling-introduction.html
@@ -415,7 +415,7 @@ <h3 class="callout-title">All Programmers Can Benefit<a class="anchor" aria-labe
   <h3 class="accordion-header" id="headingInstructor1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div>Instructor Note</h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>The bottlenecked implementation was naively parsing a 10MB JSON file
 to create a list of unique items.</p>
@@ -635,7 +635,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
 <div class="accordion-body">
 <ul><li>What tools and techniques would be required?</li>
 <li>Is there a clear priority to these approaches?</li>
@@ -743,9 +743,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/instructor/profiling-introduction.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/profiling-introduction.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/profiling-lines.html b/instructor/profiling-lines.html
index 8ed576f..50eed08 100644
--- a/instructor/profiling-lines.html
+++ b/instructor/profiling-lines.html
@@ -309,7 +309,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Line Level Profiling</h1>
-        <p>Last updated on 2024-03-20 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/RSE-Sheffield/pando-python/edit/main/episodes/profiling-lines.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -616,11 +616,60 @@ <h3 class="callout-title">Rich Output<a class="anchor" aria-label="anchor" href=
 package <code>rich</code>, it will have been installed if
 <code>[all]</code> was specified when installing
 <code>line_profiler</code> with <code>pip</code>.</em></p>
-<figure><img src="../fig/line_profiler-worked-example.png" alt="A screenshot of the `line_profiler` output from the previous code block, where the code within the line contents column has basic highlighting." class="figure mx-auto d-block"><div class="figcaption">Rich (highlighted) console output provided by
+<figure><img src="../fig/line_profiler-worked-example-rich.png" alt="A screenshot of the `line_profiler` output from the previous code block, where the code within the line contents column has basic highlighting." class="figure mx-auto d-block"><div class="figcaption">Rich (highlighted) console output provided by
 <code>line_profiler</code> for the above FizzBuzz profile code.</div>
 </figure></div>
 </div>
 </div>
+<div id="line_profiler-inside-notebooks" class="callout">
+<div class="callout-square">
+<i class="callout-icon" data-feather="bell"></i>
+</div>
+<div id="line_profiler-inside-notebooks" class="callout-inner">
+<h3 class="callout-title">line_profiler Inside Notebooks<a class="anchor" aria-label="anchor" href="#line_profiler-inside-notebooks"></a>
+</h3>
+<div class="callout-content">
+<p>If you’re more familiar with writing Python inside Jupyter notebooks
+you can, as with <code>snakeviz</code>, use <code>line_profiler</code>
+directly from inside notebooks. However it is still necessary for the
+code you wish to profile to be placed within a function.</p>
+<p>First <code>line_profiler</code> must be installed and it’s extension
+loaded.</p>
+<div class="codewrapper sourceCode" id="cb12">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="op">!</span>pip install line_profiler</span>
+<span id="cb12-2"><a href="#cb12-2" tabindex="-1"></a><span class="op">%</span>load_ext line_profiler</span></code></pre>
+</div>
+<p>Following this, you call <code>line_profiler</code> with
+<code>%lprun</code>.</p>
+<div class="codewrapper sourceCode" id="cb13">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="op">%</span>lprun <span class="op">-</span>f profiled_function_name entry_function_call()</span></code></pre>
+</div>
+<p>The functions to be line profiled are specified with
+<code>-f &lt;function name&gt;</code>, this is repeated for each
+individual function that you would otherwise apply the
+<code>@profile</code> decorator to.</p>
+<p>This is followed by calling the function which runs the full code to
+be profiled.</p>
+<p>For the above fizzbuzz example it would be:</p>
+<div class="codewrapper sourceCode" id="cb14">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb14-1"><a href="#cb14-1" tabindex="-1"></a><span class="op">%</span>lprun <span class="op">-</span>f fizzbuzz fizzbuzz(<span class="dv">100</span>)</span></code></pre>
+</div>
+<p>This will then create an output cell with any output from the
+profiled code, followed by the standard output from
+<code>line_profiler</code>. <em>It is not currently possible to get the
+rich/coloured output from <code>line_profiler</code> within
+notebooks.</em></p>
+<figure><img src="../fig/line_profiler-worked-example-notebook.png" alt="A screenshot of the line_profiler output from the previous code block inside a Jupyter notebook." class="figure mx-auto d-block"><div class="figcaption">Output provided by <code>line_profiler</code>
+inside a Juypter notebook for the above FizzBuzz profile code.</div>
+</figure></div>
+</div>
+</div>
 </section><section id="exercises"><h2 class="section-heading">Exercises<a class="anchor" aria-label="anchor" href="#exercises"></a>
 </h2>
 <hr class="half-width"><p>The following exercises allow you to review your understanding of
@@ -680,49 +729,49 @@ <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
 <div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>If you chose to profile the whole code, it may look like this:</p>
-<div class="codewrapper sourceCode" id="cb12">
+<div class="codewrapper sourceCode" id="cb15">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="im">import</span> sys</span>
-<span id="cb12-2"><a href="#cb12-2" tabindex="-1"></a><span class="im">import</span> random</span>
-<span id="cb12-3"><a href="#cb12-3" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile        <span class="co"># Import profile decorator</span></span>
-<span id="cb12-4"><a href="#cb12-4" tabindex="-1"></a></span>
-<span id="cb12-5"><a href="#cb12-5" tabindex="-1"></a><span class="at">@profile</span>                                 <span class="co"># Decorate the function to be profiled</span></span>
-<span id="cb12-6"><a href="#cb12-6" tabindex="-1"></a><span class="kw">def</span> main():                              <span class="co"># Create a simple function with the code to be profiled</span></span>
-<span id="cb12-7"><a href="#cb12-7" tabindex="-1"></a>    <span class="co"># Argument parsing</span></span>
-<span id="cb12-8"><a href="#cb12-8" tabindex="-1"></a>    <span class="cf">if</span> <span class="bu">len</span>(sys.argv) <span class="op">!=</span> <span class="dv">2</span>:</span>
-<span id="cb12-9"><a href="#cb12-9" tabindex="-1"></a>        <span class="bu">print</span>(<span class="st">"Script expects 1 positive integer argument, </span><span class="sc">%u</span><span class="st"> found."</span><span class="op">%</span>(<span class="bu">len</span>(sys.argv) <span class="op">-</span> <span class="dv">1</span>))</span>
-<span id="cb12-10"><a href="#cb12-10" tabindex="-1"></a>        sys.exit()</span>
-<span id="cb12-11"><a href="#cb12-11" tabindex="-1"></a>    n <span class="op">=</span> <span class="bu">int</span>(sys.argv[<span class="dv">1</span>])</span>
-<span id="cb12-12"><a href="#cb12-12" tabindex="-1"></a>    <span class="co"># Init</span></span>
-<span id="cb12-13"><a href="#cb12-13" tabindex="-1"></a>    random.seed(<span class="dv">12</span>)</span>
-<span id="cb12-14"><a href="#cb12-14" tabindex="-1"></a>    arr <span class="op">=</span> [random.random() <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n)]</span>
-<span id="cb12-15"><a href="#cb12-15" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting </span><span class="sc">%d</span><span class="st"> elements"</span><span class="op">%</span>(n))</span>
-<span id="cb12-16"><a href="#cb12-16" tabindex="-1"></a>    <span class="co"># Sort</span></span>
-<span id="cb12-17"><a href="#cb12-17" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
-<span id="cb12-18"><a href="#cb12-18" tabindex="-1"></a>        swapped <span class="op">=</span> <span class="va">False</span></span>
-<span id="cb12-19"><a href="#cb12-19" tabindex="-1"></a>        <span class="cf">for</span> j <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">0</span>, n <span class="op">-</span> i <span class="op">-</span> <span class="dv">1</span>):</span>
-<span id="cb12-20"><a href="#cb12-20" tabindex="-1"></a>            <span class="cf">if</span> arr[j] <span class="op">&gt;</span> arr[j <span class="op">+</span> <span class="dv">1</span>]:</span>
-<span id="cb12-21"><a href="#cb12-21" tabindex="-1"></a>                arr[j], arr[j <span class="op">+</span> <span class="dv">1</span>] <span class="op">=</span> arr[j <span class="op">+</span> <span class="dv">1</span>], arr[j]</span>
-<span id="cb12-22"><a href="#cb12-22" tabindex="-1"></a>                swapped <span class="op">=</span> <span class="va">True</span></span>
-<span id="cb12-23"><a href="#cb12-23" tabindex="-1"></a>        <span class="co"># If no two elements were swapped in the inner loop, the array is sorted</span></span>
-<span id="cb12-24"><a href="#cb12-24" tabindex="-1"></a>        <span class="cf">if</span> <span class="kw">not</span> swapped:</span>
-<span id="cb12-25"><a href="#cb12-25" tabindex="-1"></a>            <span class="cf">break</span></span>
-<span id="cb12-26"><a href="#cb12-26" tabindex="-1"></a>    <span class="co"># Validate</span></span>
-<span id="cb12-27"><a href="#cb12-27" tabindex="-1"></a>    is_sorted <span class="op">=</span> <span class="va">True</span></span>
-<span id="cb12-28"><a href="#cb12-28" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
-<span id="cb12-29"><a href="#cb12-29" tabindex="-1"></a>        <span class="cf">if</span> arr[i] <span class="op">&gt;</span> arr[i<span class="op">+</span><span class="dv">1</span>]:</span>
-<span id="cb12-30"><a href="#cb12-30" tabindex="-1"></a>            is_sorted <span class="op">=</span> <span class="va">False</span></span>
-<span id="cb12-31"><a href="#cb12-31" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting: </span><span class="sc">%s</span><span class="st">"</span><span class="op">%</span>(<span class="st">"Passed"</span> <span class="cf">if</span> is_sorted <span class="cf">else</span> <span class="st">"Failed"</span>))</span>
-<span id="cb12-32"><a href="#cb12-32" tabindex="-1"></a>    </span>
-<span id="cb12-33"><a href="#cb12-33" tabindex="-1"></a>main()                                  <span class="co"># Call the created function</span></span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="im">import</span> sys</span>
+<span id="cb15-2"><a href="#cb15-2" tabindex="-1"></a><span class="im">import</span> random</span>
+<span id="cb15-3"><a href="#cb15-3" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile        <span class="co"># Import profile decorator</span></span>
+<span id="cb15-4"><a href="#cb15-4" tabindex="-1"></a></span>
+<span id="cb15-5"><a href="#cb15-5" tabindex="-1"></a><span class="at">@profile</span>                                 <span class="co"># Decorate the function to be profiled</span></span>
+<span id="cb15-6"><a href="#cb15-6" tabindex="-1"></a><span class="kw">def</span> main():                              <span class="co"># Create a simple function with the code to be profiled</span></span>
+<span id="cb15-7"><a href="#cb15-7" tabindex="-1"></a>    <span class="co"># Argument parsing</span></span>
+<span id="cb15-8"><a href="#cb15-8" tabindex="-1"></a>    <span class="cf">if</span> <span class="bu">len</span>(sys.argv) <span class="op">!=</span> <span class="dv">2</span>:</span>
+<span id="cb15-9"><a href="#cb15-9" tabindex="-1"></a>        <span class="bu">print</span>(<span class="st">"Script expects 1 positive integer argument, </span><span class="sc">%u</span><span class="st"> found."</span><span class="op">%</span>(<span class="bu">len</span>(sys.argv) <span class="op">-</span> <span class="dv">1</span>))</span>
+<span id="cb15-10"><a href="#cb15-10" tabindex="-1"></a>        sys.exit()</span>
+<span id="cb15-11"><a href="#cb15-11" tabindex="-1"></a>    n <span class="op">=</span> <span class="bu">int</span>(sys.argv[<span class="dv">1</span>])</span>
+<span id="cb15-12"><a href="#cb15-12" tabindex="-1"></a>    <span class="co"># Init</span></span>
+<span id="cb15-13"><a href="#cb15-13" tabindex="-1"></a>    random.seed(<span class="dv">12</span>)</span>
+<span id="cb15-14"><a href="#cb15-14" tabindex="-1"></a>    arr <span class="op">=</span> [random.random() <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n)]</span>
+<span id="cb15-15"><a href="#cb15-15" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting </span><span class="sc">%d</span><span class="st"> elements"</span><span class="op">%</span>(n))</span>
+<span id="cb15-16"><a href="#cb15-16" tabindex="-1"></a>    <span class="co"># Sort</span></span>
+<span id="cb15-17"><a href="#cb15-17" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
+<span id="cb15-18"><a href="#cb15-18" tabindex="-1"></a>        swapped <span class="op">=</span> <span class="va">False</span></span>
+<span id="cb15-19"><a href="#cb15-19" tabindex="-1"></a>        <span class="cf">for</span> j <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">0</span>, n <span class="op">-</span> i <span class="op">-</span> <span class="dv">1</span>):</span>
+<span id="cb15-20"><a href="#cb15-20" tabindex="-1"></a>            <span class="cf">if</span> arr[j] <span class="op">&gt;</span> arr[j <span class="op">+</span> <span class="dv">1</span>]:</span>
+<span id="cb15-21"><a href="#cb15-21" tabindex="-1"></a>                arr[j], arr[j <span class="op">+</span> <span class="dv">1</span>] <span class="op">=</span> arr[j <span class="op">+</span> <span class="dv">1</span>], arr[j]</span>
+<span id="cb15-22"><a href="#cb15-22" tabindex="-1"></a>                swapped <span class="op">=</span> <span class="va">True</span></span>
+<span id="cb15-23"><a href="#cb15-23" tabindex="-1"></a>        <span class="co"># If no two elements were swapped in the inner loop, the array is sorted</span></span>
+<span id="cb15-24"><a href="#cb15-24" tabindex="-1"></a>        <span class="cf">if</span> <span class="kw">not</span> swapped:</span>
+<span id="cb15-25"><a href="#cb15-25" tabindex="-1"></a>            <span class="cf">break</span></span>
+<span id="cb15-26"><a href="#cb15-26" tabindex="-1"></a>    <span class="co"># Validate</span></span>
+<span id="cb15-27"><a href="#cb15-27" tabindex="-1"></a>    is_sorted <span class="op">=</span> <span class="va">True</span></span>
+<span id="cb15-28"><a href="#cb15-28" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
+<span id="cb15-29"><a href="#cb15-29" tabindex="-1"></a>        <span class="cf">if</span> arr[i] <span class="op">&gt;</span> arr[i<span class="op">+</span><span class="dv">1</span>]:</span>
+<span id="cb15-30"><a href="#cb15-30" tabindex="-1"></a>            is_sorted <span class="op">=</span> <span class="va">False</span></span>
+<span id="cb15-31"><a href="#cb15-31" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting: </span><span class="sc">%s</span><span class="st">"</span><span class="op">%</span>(<span class="st">"Passed"</span> <span class="cf">if</span> is_sorted <span class="cf">else</span> <span class="st">"Failed"</span>))</span>
+<span id="cb15-32"><a href="#cb15-32" tabindex="-1"></a>    </span>
+<span id="cb15-33"><a href="#cb15-33" tabindex="-1"></a>main()                                  <span class="co"># Call the created function</span></span></code></pre>
 </div>
 <p>The sort can be profiled with 100 elements, this is quick and should
 be representative.</p>
-<div class="codewrapper sourceCode" id="cb13">
+<div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> kernprof <span class="at">-lvr</span> bubblesort.py 100</span></code></pre>
+<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> kernprof <span class="at">-lvr</span> bubblesort.py 100</span></code></pre>
 </div>
 <p>This produces output:</p>
 <div class="codewrapper">
@@ -820,18 +869,18 @@ <h4 class="accordion-header" id="headingSolution2">Show me the solution</h4>
 <div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>First the function must be decorated</p>
-<div class="codewrapper sourceCode" id="cb15">
+<div class="codewrapper sourceCode" id="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="co"># line ~1</span></span>
-<span id="cb15-2"><a href="#cb15-2" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb18-1"><a href="#cb18-1" tabindex="-1"></a><span class="co"># line ~1</span></span>
+<span id="cb18-2"><a href="#cb18-2" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile</span></code></pre>
 </div>
-<div class="codewrapper sourceCode" id="cb16">
+<div class="codewrapper sourceCode" id="cb19">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a><span class="co"># line ~278</span></span>
-<span id="cb16-2"><a href="#cb16-2" tabindex="-1"></a>    <span class="at">@profile</span></span>
-<span id="cb16-3"><a href="#cb16-3" tabindex="-1"></a>    <span class="kw">def</span> eaten(<span class="va">self</span>, prey_list):</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a><span class="co"># line ~278</span></span>
+<span id="cb19-2"><a href="#cb19-2" tabindex="-1"></a>    <span class="at">@profile</span></span>
+<span id="cb19-3"><a href="#cb19-3" tabindex="-1"></a>    <span class="kw">def</span> eaten(<span class="va">self</span>, prey_list):</span></code></pre>
 </div>
 <p><code>line_profiler</code> can then be executed via
 <code>python -m kernprof -lvr predprey.py</code>.</p>
@@ -841,11 +890,11 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 and their member variables evaluated by this method both change as the
 model progresses, but the overall pattern is likely to remain
 similar.</p>
-<div class="codewrapper sourceCode" id="cb17">
+<div class="codewrapper sourceCode" id="cb20">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb17-1"><a href="#cb17-1" tabindex="-1"></a><span class="co"># line ~420</span></span>
-<span id="cb17-2"><a href="#cb17-2" tabindex="-1"></a>model <span class="op">=</span> Model(<span class="dv">50</span>) <span class="co"># 50 steps (originally defaulted to 250)</span></span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb20-1"><a href="#cb20-1" tabindex="-1"></a><span class="co"># line ~420</span></span>
+<span id="cb20-2"><a href="#cb20-2" tabindex="-1"></a>model <span class="op">=</span> Model(<span class="dv">50</span>) <span class="co"># 50 steps (originally defaulted to 250)</span></span></code></pre>
 </div>
 <p>Alternatively, you can kill the profiling process
 (e.g. <code>ctrl + c</code>) after a minute and the currently collected
@@ -892,12 +941,12 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>From the profiling output it can be seen that lines 285-287 occupy
 over 90% of the method’s runtime!</p>
-<div class="codewrapper sourceCode" id="cb19">
+<div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a>            <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="bu">len</span>(prey_list)):</span>
-<span id="cb19-2"><a href="#cb19-2" tabindex="-1"></a>                prey <span class="op">=</span> prey_list[i]</span>
-<span id="cb19-3"><a href="#cb19-3" tabindex="-1"></a>                <span class="cf">if</span> prey.life <span class="op">&lt;</span> PREY_HUNGER_THRESH:</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb22-1"><a href="#cb22-1" tabindex="-1"></a>            <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="bu">len</span>(prey_list)):</span>
+<span id="cb22-2"><a href="#cb22-2" tabindex="-1"></a>                prey <span class="op">=</span> prey_list[i]</span>
+<span id="cb22-3"><a href="#cb22-3" tabindex="-1"></a>                <span class="cf">if</span> prey.life <span class="op">&lt;</span> PREY_HUNGER_THRESH:</span></code></pre>
 </div>
 <p>Given that the following line 289 only has a relative 0.6% time, it
 can be understood that the vast majority of times the condition
@@ -1005,9 +1054,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/instructor/profiling-lines.html",
   "identifier": "rse.shef.ac.uk/pando-python/instructor/profiling-lines.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 090f6d5..decfb8c 100644
--- a/key-points.html
+++ b/key-points.html
@@ -610,9 +610,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/key-points.html",
   "identifier": "rse.shef.ac.uk/pando-python/key-points.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/md5sum.txt b/md5sum.txt
index 5e8db1c..8fabe10 100644
--- a/md5sum.txt
+++ b/md5sum.txt
@@ -5,8 +5,8 @@
 "index.md" "3a6d3683998a6b866c134a818f1bb46e" "site/built/index.md" "2024-03-20"
 "links.md" "8184cf4149eafbf03ce8da8ff0778c14" "site/built/links.md" "2024-03-20"
 "episodes/profiling-introduction.md" "86c0d8691aae9c0aa4b6f23e216a2978" "site/built/profiling-introduction.md" "2024-03-20"
-"episodes/profiling-functions.md" "806c4d44bd7b0957030044a3010c3004" "site/built/profiling-functions.md" "2024-03-20"
-"episodes/profiling-lines.md" "547d98ccf5dfb92abb63feb0e02fc8a2" "site/built/profiling-lines.md" "2024-03-20"
+"episodes/profiling-functions.md" "5fa15bec7b1100aa5bba5249cabb79aa" "site/built/profiling-functions.md" "2024-03-22"
+"episodes/profiling-lines.md" "c00ccba171a20837aeffc9f8079d9e1d" "site/built/profiling-lines.md" "2024-03-22"
 "episodes/profiling-conclusion.md" "a3c2deb1bc4efaaf4a2a70f966734b71" "site/built/profiling-conclusion.md" "2024-03-20"
 "episodes/optimisation-introduction.md" "2c2bbafab97d4db78aa5735839516c81" "site/built/optimisation-introduction.md" "2024-03-20"
 "episodes/optimisation-data-structures-algorithms.md" "029ce8cc24d92f2d819fadadc06b5999" "site/built/optimisation-data-structures-algorithms.md" "2024-03-20"
diff --git a/optimisation-conclusion.html b/optimisation-conclusion.html
index d3ebb76..feb65d2 100644
--- a/optimisation-conclusion.html
+++ b/optimisation-conclusion.html
@@ -468,9 +468,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/optimisation-conclusion.html",
   "identifier": "rse.shef.ac.uk/pando-python/optimisation-conclusion.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/optimisation-data-structures-algorithms.html b/optimisation-data-structures-algorithms.html
index dd8b466..b5d1a75 100644
--- a/optimisation-data-structures-algorithms.html
+++ b/optimisation-data-structures-algorithms.html
@@ -871,9 +871,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/optimisation-data-structures-algorithms.html",
   "identifier": "rse.shef.ac.uk/pando-python/optimisation-data-structures-algorithms.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/optimisation-introduction.html b/optimisation-introduction.html
index 712e5e3..385853b 100644
--- a/optimisation-introduction.html
+++ b/optimisation-introduction.html
@@ -580,9 +580,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/optimisation-introduction.html",
   "identifier": "rse.shef.ac.uk/pando-python/optimisation-introduction.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/optimisation-memory.html b/optimisation-memory.html
index 018eead..de306e1 100644
--- a/optimisation-memory.html
+++ b/optimisation-memory.html
@@ -738,9 +738,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/optimisation-memory.html",
   "identifier": "rse.shef.ac.uk/pando-python/optimisation-memory.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/optimisation-minimise-python.html b/optimisation-minimise-python.html
index 07e465d..b5f0dbb 100644
--- a/optimisation-minimise-python.html
+++ b/optimisation-minimise-python.html
@@ -1180,9 +1180,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/optimisation-minimise-python.html",
   "identifier": "rse.shef.ac.uk/pando-python/optimisation-minimise-python.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/optimisation-use-latest.html b/optimisation-use-latest.html
index 73ffccc..cb2f2af 100644
--- a/optimisation-use-latest.html
+++ b/optimisation-use-latest.html
@@ -474,9 +474,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/optimisation-use-latest.html",
   "identifier": "rse.shef.ac.uk/pando-python/optimisation-use-latest.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 5bf8fe0..bba234d 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 3.1.11
 pkgdown: 2.0.7
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-03-20T14:30Z
+last_built: 2024-03-22T15:27Z
 
diff --git a/profiles.html b/profiles.html
index b8718d6..4bf9d17 100644
--- a/profiles.html
+++ b/profiles.html
@@ -342,9 +342,9 @@ <h1>Learner Profiles</h1>
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/profiles.html",
   "identifier": "rse.shef.ac.uk/pando-python/profiles.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/profiling-conclusion.html b/profiling-conclusion.html
index 2cfb97e..2847057 100644
--- a/profiling-conclusion.html
+++ b/profiling-conclusion.html
@@ -453,9 +453,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/profiling-conclusion.html",
   "identifier": "rse.shef.ac.uk/pando-python/profiling-conclusion.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/profiling-functions.html b/profiling-functions.html
index 2e965f7..dd6617e 100644
--- a/profiling-functions.html
+++ b/profiling-functions.html
@@ -310,7 +310,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Function Level Profiling</h1>
-        <p>Last updated on 2024-03-20 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/RSE-Sheffield/pando-python/edit/main/episodes/profiling-functions.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -561,41 +561,88 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 small proportion of the runtime are hidden (“Cutoff”).</p>
 <p>As you hover each box, information to the left of the diagram updates
 specifying the location of the method and for how long it ran.</p>
+<div id="snakeviz-inside-notebooks" class="callout">
+<div class="callout-square">
+<i class="callout-icon" data-feather="bell"></i>
+</div>
+<div id="snakeviz-inside-notebooks" class="callout-inner">
+<h3 class="callout-title">snakeviz Inside Notebooks<a class="anchor" aria-label="anchor" href="#snakeviz-inside-notebooks"></a>
+</h3>
+<div class="callout-content">
+<p>If you’re more familiar with writing Python inside Jupyter notebooks
+you can still use <code>snakeviz</code> directly from inside notebooks
+using the notebooks “magic” prefix (<code>%</code>) and it will
+automatically call <code>cProfile</code> for you.</p>
+<p>First <code>snakeviz</code> must be installed and it’s extension
+loaded.</p>
+<div class="codewrapper sourceCode" id="cb9">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="op">!</span>pip install snakeviz</span>
+<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a><span class="op">%</span>load_ext snakeviz</span></code></pre>
+</div>
+<p>Following this, you can either call <code>%snakeviz</code> to profile
+a function defined earlier in the notebook.</p>
+<div class="codewrapper sourceCode" id="cb10">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="op">%</span>snakeviz my_function()</span></code></pre>
+</div>
+<p>Or, you can create a <code>%%snakeviz</code> cell, to profile the
+python executed within it.</p>
+<div class="codewrapper sourceCode" id="cb11">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="op">%%</span>snakeviz</span>
+<span id="cb11-2"><a href="#cb11-2" tabindex="-1"></a></span>
+<span id="cb11-3"><a href="#cb11-3" tabindex="-1"></a><span class="kw">def</span> my_function():</span>
+<span id="cb11-4"><a href="#cb11-4" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Hello World!"</span>)</span>
+<span id="cb11-5"><a href="#cb11-5" tabindex="-1"></a></span>
+<span id="cb11-6"><a href="#cb11-6" tabindex="-1"></a>my_function()</span></code></pre>
+</div>
+<p>In both cases, the full <code>snakeviz</code> profile visualisation
+will appear as an output within the notebook!</p>
+<p><em>You may wish to right click the top of the output, and select
+“Disable Scrolling for Outputs” to expand it’s box if it begins too
+small.</em></p>
+</div>
+</div>
+</div>
 </section><section id="worked-example"><h2 class="section-heading">Worked Example<a class="anchor" aria-label="anchor" href="#worked-example"></a>
 </h2>
 <hr class="half-width"><p>To more clearly demonstrate how an execution hierarchy maps to the
 icicle diagram, the below toy example Python script has been
 implemented.</p>
-<div class="codewrapper sourceCode" id="cb9">
+<div class="codewrapper sourceCode" id="cb12">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="im">import</span> time</span>
-<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a></span>
-<span id="cb9-3"><a href="#cb9-3" tabindex="-1"></a><span class="kw">def</span> a_1():</span>
-<span id="cb9-4"><a href="#cb9-4" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">3</span>):</span>
-<span id="cb9-5"><a href="#cb9-5" tabindex="-1"></a>        b_1()</span>
-<span id="cb9-6"><a href="#cb9-6" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
-<span id="cb9-7"><a href="#cb9-7" tabindex="-1"></a>    b_2()</span>
-<span id="cb9-8"><a href="#cb9-8" tabindex="-1"></a>    </span>
-<span id="cb9-9"><a href="#cb9-9" tabindex="-1"></a><span class="kw">def</span> b_1():</span>
-<span id="cb9-10"><a href="#cb9-10" tabindex="-1"></a>    c_1()</span>
-<span id="cb9-11"><a href="#cb9-11" tabindex="-1"></a>    c_2()</span>
-<span id="cb9-12"><a href="#cb9-12" tabindex="-1"></a></span>
-<span id="cb9-13"><a href="#cb9-13" tabindex="-1"></a><span class="kw">def</span> b_2():</span>
-<span id="cb9-14"><a href="#cb9-14" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
-<span id="cb9-15"><a href="#cb9-15" tabindex="-1"></a>    </span>
-<span id="cb9-16"><a href="#cb9-16" tabindex="-1"></a><span class="kw">def</span> c_1():</span>
-<span id="cb9-17"><a href="#cb9-17" tabindex="-1"></a>    time.sleep(<span class="fl">0.5</span>)</span>
-<span id="cb9-18"><a href="#cb9-18" tabindex="-1"></a></span>
-<span id="cb9-19"><a href="#cb9-19" tabindex="-1"></a><span class="kw">def</span> c_2():</span>
-<span id="cb9-20"><a href="#cb9-20" tabindex="-1"></a>    time.sleep(<span class="fl">0.3</span>)</span>
-<span id="cb9-21"><a href="#cb9-21" tabindex="-1"></a>    d_1()</span>
-<span id="cb9-22"><a href="#cb9-22" tabindex="-1"></a></span>
-<span id="cb9-23"><a href="#cb9-23" tabindex="-1"></a><span class="kw">def</span> d_1():</span>
-<span id="cb9-24"><a href="#cb9-24" tabindex="-1"></a>    time.sleep(<span class="fl">0.1</span>)</span>
-<span id="cb9-25"><a href="#cb9-25" tabindex="-1"></a></span>
-<span id="cb9-26"><a href="#cb9-26" tabindex="-1"></a><span class="co"># Entry Point</span></span>
-<span id="cb9-27"><a href="#cb9-27" tabindex="-1"></a>a_1()</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="im">import</span> time</span>
+<span id="cb12-2"><a href="#cb12-2" tabindex="-1"></a></span>
+<span id="cb12-3"><a href="#cb12-3" tabindex="-1"></a><span class="kw">def</span> a_1():</span>
+<span id="cb12-4"><a href="#cb12-4" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">3</span>):</span>
+<span id="cb12-5"><a href="#cb12-5" tabindex="-1"></a>        b_1()</span>
+<span id="cb12-6"><a href="#cb12-6" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
+<span id="cb12-7"><a href="#cb12-7" tabindex="-1"></a>    b_2()</span>
+<span id="cb12-8"><a href="#cb12-8" tabindex="-1"></a>    </span>
+<span id="cb12-9"><a href="#cb12-9" tabindex="-1"></a><span class="kw">def</span> b_1():</span>
+<span id="cb12-10"><a href="#cb12-10" tabindex="-1"></a>    c_1()</span>
+<span id="cb12-11"><a href="#cb12-11" tabindex="-1"></a>    c_2()</span>
+<span id="cb12-12"><a href="#cb12-12" tabindex="-1"></a></span>
+<span id="cb12-13"><a href="#cb12-13" tabindex="-1"></a><span class="kw">def</span> b_2():</span>
+<span id="cb12-14"><a href="#cb12-14" tabindex="-1"></a>    time.sleep(<span class="dv">1</span>)</span>
+<span id="cb12-15"><a href="#cb12-15" tabindex="-1"></a>    </span>
+<span id="cb12-16"><a href="#cb12-16" tabindex="-1"></a><span class="kw">def</span> c_1():</span>
+<span id="cb12-17"><a href="#cb12-17" tabindex="-1"></a>    time.sleep(<span class="fl">0.5</span>)</span>
+<span id="cb12-18"><a href="#cb12-18" tabindex="-1"></a></span>
+<span id="cb12-19"><a href="#cb12-19" tabindex="-1"></a><span class="kw">def</span> c_2():</span>
+<span id="cb12-20"><a href="#cb12-20" tabindex="-1"></a>    time.sleep(<span class="fl">0.3</span>)</span>
+<span id="cb12-21"><a href="#cb12-21" tabindex="-1"></a>    d_1()</span>
+<span id="cb12-22"><a href="#cb12-22" tabindex="-1"></a></span>
+<span id="cb12-23"><a href="#cb12-23" tabindex="-1"></a><span class="kw">def</span> d_1():</span>
+<span id="cb12-24"><a href="#cb12-24" tabindex="-1"></a>    time.sleep(<span class="fl">0.1</span>)</span>
+<span id="cb12-25"><a href="#cb12-25" tabindex="-1"></a></span>
+<span id="cb12-26"><a href="#cb12-26" tabindex="-1"></a><span class="co"># Entry Point</span></span>
+<span id="cb12-27"><a href="#cb12-27" tabindex="-1"></a>a_1()</span></code></pre>
 </div>
 <p>All of the methods except for <code>b_1()</code> call
 <code>time.sleep()</code>, this is used to provide synthetic bottlenecks
@@ -623,11 +670,11 @@ <h3 class="callout-title">Follow Along<a class="anchor" aria-label="anchor" href
 <a href="files/snakeviz-worked-example/out.prof" download><code>cProfile</code>
 output file</a> and follow along with the worked example on your own
 machine.</p>
-<div class="codewrapper sourceCode" id="cb10">
+<div class="codewrapper sourceCode" id="cb13">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> cProfile <span class="at">-o</span> out.prof example.py</span>
-<span id="cb10-2"><a href="#cb10-2" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> snakeviz out.prof</span></code></pre>
+<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> cProfile <span class="at">-o</span> out.prof example.py</span>
+<span id="cb13-2"><a href="#cb13-2" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> snakeviz out.prof</span></code></pre>
 </div>
 </div>
 </div>
@@ -695,6 +742,15 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 entering a filename in the search box. This allows built-in methods to
 be hidden, which can make it easier to highlight optimisation
 priorities.</p>
+<p><strong>Notebooks</strong></p>
+<p>If you followed along inside a notebook it might look like this:</p>
+<figure><img src="fig/snakeviz-worked-example-notebook.png" style="width:80.0%" alt="A Jupyter notebook showing the worked example profiled with snakeviz." class="figure mx-auto d-block"><div class="figcaption">The worked example inside a notebook.</div>
+</figure><p>Because notebooks operate by creating temporary Python files, the
+filename (shown <code>1378276351.py</code> above) and line numbers are
+not too useful should still be helpful. The function names follow the
+temporary file name in parentheses,
+e.g. <code>1378276351.py:3(a_1)</code>,
+<code>1378276351.py:9(b_1)</code> and so forth.</p>
 <div id="sunburst" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -711,7 +767,7 @@ <h3 class="callout-title">Sunburst<a class="anchor" aria-label="anchor" href="#s
 be harder to interpret. However, it increases the visibility of boxes
 further from the root call.</p>
 <!-- TODO: Alt text here is redundant? -->
-<figure><img src="fig/snakeviz-worked-example-sunburst.png" style="width:50.0%" alt="The snakeviz sunburst visualisation for the worked example Python code." class="figure mx-auto d-block"><div class="figcaption">An sunburst visualisation provided by
+<figure><img src="fig/snakeviz-worked-example-sunburst.png" style="width:50.0%" alt="A sunburst visualisation for the worked example Python code." class="figure mx-auto d-block"><div class="figcaption">An sunburst visualisation provided by
 <code>snakeviz</code> for the worked example’s Python code.</div>
 </figure></div>
 </div>
@@ -752,7 +808,7 @@ <h3 class="callout-title">Exercise 1: Travelling Salesperson<a class="anchor" ar
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
 <div class="accordion-body">
 <ul><li>If a hotspot isn’t visible with the argument <code>1</code>, try
 increasing the value.</li>
@@ -768,7 +824,7 @@ <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>The hotspot only becomes visible when an argument of <code>5</code>
 or greater is passed.</p>
@@ -827,7 +883,7 @@ <h3 class="callout-title">Exercise 2: Predator Prey<a class="anchor" aria-label=
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2">Show me the solution</h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>It should be clear from the profile that the method
 <code>Grass::eaten()</code> (from <code>predprey.py:278</code>) occupies
@@ -946,9 +1002,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/profiling-functions.html",
   "identifier": "rse.shef.ac.uk/pando-python/profiling-functions.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/profiling-introduction.html b/profiling-introduction.html
index 2676cb2..fc76b87 100644
--- a/profiling-introduction.html
+++ b/profiling-introduction.html
@@ -609,7 +609,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
 <div class="accordion-body">
 <ul><li>What tools and techniques would be required?</li>
 <li>Is there a clear priority to these approaches?</li>
@@ -717,9 +717,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/profiling-introduction.html",
   "identifier": "rse.shef.ac.uk/pando-python/profiling-introduction.html",
-  "dateCreated": "2024-03-20",
+  "dateCreated": "2024-03-22",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/profiling-lines.html b/profiling-lines.html
index 8c75d3b..0f6292e 100644
--- a/profiling-lines.html
+++ b/profiling-lines.html
@@ -309,7 +309,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Line Level Profiling</h1>
-        <p>Last updated on 2024-03-20 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/RSE-Sheffield/pando-python/edit/main/episodes/profiling-lines.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -614,11 +614,60 @@ <h3 class="callout-title">Rich Output<a class="anchor" aria-label="anchor" href=
 package <code>rich</code>, it will have been installed if
 <code>[all]</code> was specified when installing
 <code>line_profiler</code> with <code>pip</code>.</em></p>
-<figure><img src="fig/line_profiler-worked-example.png" alt="A screenshot of the `line_profiler` output from the previous code block, where the code within the line contents column has basic highlighting." class="figure mx-auto d-block"><div class="figcaption">Rich (highlighted) console output provided by
+<figure><img src="fig/line_profiler-worked-example-rich.png" alt="A screenshot of the `line_profiler` output from the previous code block, where the code within the line contents column has basic highlighting." class="figure mx-auto d-block"><div class="figcaption">Rich (highlighted) console output provided by
 <code>line_profiler</code> for the above FizzBuzz profile code.</div>
 </figure></div>
 </div>
 </div>
+<div id="line_profiler-inside-notebooks" class="callout">
+<div class="callout-square">
+<i class="callout-icon" data-feather="bell"></i>
+</div>
+<div id="line_profiler-inside-notebooks" class="callout-inner">
+<h3 class="callout-title">line_profiler Inside Notebooks<a class="anchor" aria-label="anchor" href="#line_profiler-inside-notebooks"></a>
+</h3>
+<div class="callout-content">
+<p>If you’re more familiar with writing Python inside Jupyter notebooks
+you can, as with <code>snakeviz</code>, use <code>line_profiler</code>
+directly from inside notebooks. However it is still necessary for the
+code you wish to profile to be placed within a function.</p>
+<p>First <code>line_profiler</code> must be installed and it’s extension
+loaded.</p>
+<div class="codewrapper sourceCode" id="cb12">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="op">!</span>pip install line_profiler</span>
+<span id="cb12-2"><a href="#cb12-2" tabindex="-1"></a><span class="op">%</span>load_ext line_profiler</span></code></pre>
+</div>
+<p>Following this, you call <code>line_profiler</code> with
+<code>%lprun</code>.</p>
+<div class="codewrapper sourceCode" id="cb13">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="op">%</span>lprun <span class="op">-</span>f profiled_function_name entry_function_call()</span></code></pre>
+</div>
+<p>The functions to be line profiled are specified with
+<code>-f &lt;function name&gt;</code>, this is repeated for each
+individual function that you would otherwise apply the
+<code>@profile</code> decorator to.</p>
+<p>This is followed by calling the function which runs the full code to
+be profiled.</p>
+<p>For the above fizzbuzz example it would be:</p>
+<div class="codewrapper sourceCode" id="cb14">
+<h3 class="code-label">PY<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode py" tabindex="0"><code class="sourceCode python"><span id="cb14-1"><a href="#cb14-1" tabindex="-1"></a><span class="op">%</span>lprun <span class="op">-</span>f fizzbuzz fizzbuzz(<span class="dv">100</span>)</span></code></pre>
+</div>
+<p>This will then create an output cell with any output from the
+profiled code, followed by the standard output from
+<code>line_profiler</code>. <em>It is not currently possible to get the
+rich/coloured output from <code>line_profiler</code> within
+notebooks.</em></p>
+<figure><img src="fig/line_profiler-worked-example-notebook.png" alt="A screenshot of the line_profiler output from the previous code block inside a Jupyter notebook." class="figure mx-auto d-block"><div class="figcaption">Output provided by <code>line_profiler</code>
+inside a Juypter notebook for the above FizzBuzz profile code.</div>
+</figure></div>
+</div>
+</div>
 </section><section id="exercises"><h2 class="section-heading">Exercises<a class="anchor" aria-label="anchor" href="#exercises"></a>
 </h2>
 <hr class="half-width"><p>The following exercises allow you to review your understanding of
@@ -678,49 +727,49 @@ <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
 <div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>If you chose to profile the whole code, it may look like this:</p>
-<div class="codewrapper sourceCode" id="cb12">
+<div class="codewrapper sourceCode" id="cb15">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="im">import</span> sys</span>
-<span id="cb12-2"><a href="#cb12-2" tabindex="-1"></a><span class="im">import</span> random</span>
-<span id="cb12-3"><a href="#cb12-3" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile        <span class="co"># Import profile decorator</span></span>
-<span id="cb12-4"><a href="#cb12-4" tabindex="-1"></a></span>
-<span id="cb12-5"><a href="#cb12-5" tabindex="-1"></a><span class="at">@profile</span>                                 <span class="co"># Decorate the function to be profiled</span></span>
-<span id="cb12-6"><a href="#cb12-6" tabindex="-1"></a><span class="kw">def</span> main():                              <span class="co"># Create a simple function with the code to be profiled</span></span>
-<span id="cb12-7"><a href="#cb12-7" tabindex="-1"></a>    <span class="co"># Argument parsing</span></span>
-<span id="cb12-8"><a href="#cb12-8" tabindex="-1"></a>    <span class="cf">if</span> <span class="bu">len</span>(sys.argv) <span class="op">!=</span> <span class="dv">2</span>:</span>
-<span id="cb12-9"><a href="#cb12-9" tabindex="-1"></a>        <span class="bu">print</span>(<span class="st">"Script expects 1 positive integer argument, </span><span class="sc">%u</span><span class="st"> found."</span><span class="op">%</span>(<span class="bu">len</span>(sys.argv) <span class="op">-</span> <span class="dv">1</span>))</span>
-<span id="cb12-10"><a href="#cb12-10" tabindex="-1"></a>        sys.exit()</span>
-<span id="cb12-11"><a href="#cb12-11" tabindex="-1"></a>    n <span class="op">=</span> <span class="bu">int</span>(sys.argv[<span class="dv">1</span>])</span>
-<span id="cb12-12"><a href="#cb12-12" tabindex="-1"></a>    <span class="co"># Init</span></span>
-<span id="cb12-13"><a href="#cb12-13" tabindex="-1"></a>    random.seed(<span class="dv">12</span>)</span>
-<span id="cb12-14"><a href="#cb12-14" tabindex="-1"></a>    arr <span class="op">=</span> [random.random() <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n)]</span>
-<span id="cb12-15"><a href="#cb12-15" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting </span><span class="sc">%d</span><span class="st"> elements"</span><span class="op">%</span>(n))</span>
-<span id="cb12-16"><a href="#cb12-16" tabindex="-1"></a>    <span class="co"># Sort</span></span>
-<span id="cb12-17"><a href="#cb12-17" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
-<span id="cb12-18"><a href="#cb12-18" tabindex="-1"></a>        swapped <span class="op">=</span> <span class="va">False</span></span>
-<span id="cb12-19"><a href="#cb12-19" tabindex="-1"></a>        <span class="cf">for</span> j <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">0</span>, n <span class="op">-</span> i <span class="op">-</span> <span class="dv">1</span>):</span>
-<span id="cb12-20"><a href="#cb12-20" tabindex="-1"></a>            <span class="cf">if</span> arr[j] <span class="op">&gt;</span> arr[j <span class="op">+</span> <span class="dv">1</span>]:</span>
-<span id="cb12-21"><a href="#cb12-21" tabindex="-1"></a>                arr[j], arr[j <span class="op">+</span> <span class="dv">1</span>] <span class="op">=</span> arr[j <span class="op">+</span> <span class="dv">1</span>], arr[j]</span>
-<span id="cb12-22"><a href="#cb12-22" tabindex="-1"></a>                swapped <span class="op">=</span> <span class="va">True</span></span>
-<span id="cb12-23"><a href="#cb12-23" tabindex="-1"></a>        <span class="co"># If no two elements were swapped in the inner loop, the array is sorted</span></span>
-<span id="cb12-24"><a href="#cb12-24" tabindex="-1"></a>        <span class="cf">if</span> <span class="kw">not</span> swapped:</span>
-<span id="cb12-25"><a href="#cb12-25" tabindex="-1"></a>            <span class="cf">break</span></span>
-<span id="cb12-26"><a href="#cb12-26" tabindex="-1"></a>    <span class="co"># Validate</span></span>
-<span id="cb12-27"><a href="#cb12-27" tabindex="-1"></a>    is_sorted <span class="op">=</span> <span class="va">True</span></span>
-<span id="cb12-28"><a href="#cb12-28" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
-<span id="cb12-29"><a href="#cb12-29" tabindex="-1"></a>        <span class="cf">if</span> arr[i] <span class="op">&gt;</span> arr[i<span class="op">+</span><span class="dv">1</span>]:</span>
-<span id="cb12-30"><a href="#cb12-30" tabindex="-1"></a>            is_sorted <span class="op">=</span> <span class="va">False</span></span>
-<span id="cb12-31"><a href="#cb12-31" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting: </span><span class="sc">%s</span><span class="st">"</span><span class="op">%</span>(<span class="st">"Passed"</span> <span class="cf">if</span> is_sorted <span class="cf">else</span> <span class="st">"Failed"</span>))</span>
-<span id="cb12-32"><a href="#cb12-32" tabindex="-1"></a>    </span>
-<span id="cb12-33"><a href="#cb12-33" tabindex="-1"></a>main()                                  <span class="co"># Call the created function</span></span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="im">import</span> sys</span>
+<span id="cb15-2"><a href="#cb15-2" tabindex="-1"></a><span class="im">import</span> random</span>
+<span id="cb15-3"><a href="#cb15-3" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile        <span class="co"># Import profile decorator</span></span>
+<span id="cb15-4"><a href="#cb15-4" tabindex="-1"></a></span>
+<span id="cb15-5"><a href="#cb15-5" tabindex="-1"></a><span class="at">@profile</span>                                 <span class="co"># Decorate the function to be profiled</span></span>
+<span id="cb15-6"><a href="#cb15-6" tabindex="-1"></a><span class="kw">def</span> main():                              <span class="co"># Create a simple function with the code to be profiled</span></span>
+<span id="cb15-7"><a href="#cb15-7" tabindex="-1"></a>    <span class="co"># Argument parsing</span></span>
+<span id="cb15-8"><a href="#cb15-8" tabindex="-1"></a>    <span class="cf">if</span> <span class="bu">len</span>(sys.argv) <span class="op">!=</span> <span class="dv">2</span>:</span>
+<span id="cb15-9"><a href="#cb15-9" tabindex="-1"></a>        <span class="bu">print</span>(<span class="st">"Script expects 1 positive integer argument, </span><span class="sc">%u</span><span class="st"> found."</span><span class="op">%</span>(<span class="bu">len</span>(sys.argv) <span class="op">-</span> <span class="dv">1</span>))</span>
+<span id="cb15-10"><a href="#cb15-10" tabindex="-1"></a>        sys.exit()</span>
+<span id="cb15-11"><a href="#cb15-11" tabindex="-1"></a>    n <span class="op">=</span> <span class="bu">int</span>(sys.argv[<span class="dv">1</span>])</span>
+<span id="cb15-12"><a href="#cb15-12" tabindex="-1"></a>    <span class="co"># Init</span></span>
+<span id="cb15-13"><a href="#cb15-13" tabindex="-1"></a>    random.seed(<span class="dv">12</span>)</span>
+<span id="cb15-14"><a href="#cb15-14" tabindex="-1"></a>    arr <span class="op">=</span> [random.random() <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n)]</span>
+<span id="cb15-15"><a href="#cb15-15" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting </span><span class="sc">%d</span><span class="st"> elements"</span><span class="op">%</span>(n))</span>
+<span id="cb15-16"><a href="#cb15-16" tabindex="-1"></a>    <span class="co"># Sort</span></span>
+<span id="cb15-17"><a href="#cb15-17" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
+<span id="cb15-18"><a href="#cb15-18" tabindex="-1"></a>        swapped <span class="op">=</span> <span class="va">False</span></span>
+<span id="cb15-19"><a href="#cb15-19" tabindex="-1"></a>        <span class="cf">for</span> j <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">0</span>, n <span class="op">-</span> i <span class="op">-</span> <span class="dv">1</span>):</span>
+<span id="cb15-20"><a href="#cb15-20" tabindex="-1"></a>            <span class="cf">if</span> arr[j] <span class="op">&gt;</span> arr[j <span class="op">+</span> <span class="dv">1</span>]:</span>
+<span id="cb15-21"><a href="#cb15-21" tabindex="-1"></a>                arr[j], arr[j <span class="op">+</span> <span class="dv">1</span>] <span class="op">=</span> arr[j <span class="op">+</span> <span class="dv">1</span>], arr[j]</span>
+<span id="cb15-22"><a href="#cb15-22" tabindex="-1"></a>                swapped <span class="op">=</span> <span class="va">True</span></span>
+<span id="cb15-23"><a href="#cb15-23" tabindex="-1"></a>        <span class="co"># If no two elements were swapped in the inner loop, the array is sorted</span></span>
+<span id="cb15-24"><a href="#cb15-24" tabindex="-1"></a>        <span class="cf">if</span> <span class="kw">not</span> swapped:</span>
+<span id="cb15-25"><a href="#cb15-25" tabindex="-1"></a>            <span class="cf">break</span></span>
+<span id="cb15-26"><a href="#cb15-26" tabindex="-1"></a>    <span class="co"># Validate</span></span>
+<span id="cb15-27"><a href="#cb15-27" tabindex="-1"></a>    is_sorted <span class="op">=</span> <span class="va">True</span></span>
+<span id="cb15-28"><a href="#cb15-28" tabindex="-1"></a>    <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n <span class="op">-</span> <span class="dv">1</span>):</span>
+<span id="cb15-29"><a href="#cb15-29" tabindex="-1"></a>        <span class="cf">if</span> arr[i] <span class="op">&gt;</span> arr[i<span class="op">+</span><span class="dv">1</span>]:</span>
+<span id="cb15-30"><a href="#cb15-30" tabindex="-1"></a>            is_sorted <span class="op">=</span> <span class="va">False</span></span>
+<span id="cb15-31"><a href="#cb15-31" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">"Sorting: </span><span class="sc">%s</span><span class="st">"</span><span class="op">%</span>(<span class="st">"Passed"</span> <span class="cf">if</span> is_sorted <span class="cf">else</span> <span class="st">"Failed"</span>))</span>
+<span id="cb15-32"><a href="#cb15-32" tabindex="-1"></a>    </span>
+<span id="cb15-33"><a href="#cb15-33" tabindex="-1"></a>main()                                  <span class="co"># Call the created function</span></span></code></pre>
 </div>
 <p>The sort can be profiled with 100 elements, this is quick and should
 be representative.</p>
-<div class="codewrapper sourceCode" id="cb13">
+<div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> kernprof <span class="at">-lvr</span> bubblesort.py 100</span></code></pre>
+<pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> kernprof <span class="at">-lvr</span> bubblesort.py 100</span></code></pre>
 </div>
 <p>This produces output:</p>
 <div class="codewrapper">
@@ -818,18 +867,18 @@ <h4 class="accordion-header" id="headingSolution2">Show me the solution</h4>
 <div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>First the function must be decorated</p>
-<div class="codewrapper sourceCode" id="cb15">
+<div class="codewrapper sourceCode" id="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="co"># line ~1</span></span>
-<span id="cb15-2"><a href="#cb15-2" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb18-1"><a href="#cb18-1" tabindex="-1"></a><span class="co"># line ~1</span></span>
+<span id="cb18-2"><a href="#cb18-2" tabindex="-1"></a><span class="im">from</span> line_profiler <span class="im">import</span> profile</span></code></pre>
 </div>
-<div class="codewrapper sourceCode" id="cb16">
+<div class="codewrapper sourceCode" id="cb19">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a><span class="co"># line ~278</span></span>
-<span id="cb16-2"><a href="#cb16-2" tabindex="-1"></a>    <span class="at">@profile</span></span>
-<span id="cb16-3"><a href="#cb16-3" tabindex="-1"></a>    <span class="kw">def</span> eaten(<span class="va">self</span>, prey_list):</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a><span class="co"># line ~278</span></span>
+<span id="cb19-2"><a href="#cb19-2" tabindex="-1"></a>    <span class="at">@profile</span></span>
+<span id="cb19-3"><a href="#cb19-3" tabindex="-1"></a>    <span class="kw">def</span> eaten(<span class="va">self</span>, prey_list):</span></code></pre>
 </div>
 <p><code>line_profiler</code> can then be executed via
 <code>python -m kernprof -lvr predprey.py</code>.</p>
@@ -839,11 +888,11 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 and their member variables evaluated by this method both change as the
 model progresses, but the overall pattern is likely to remain
 similar.</p>
-<div class="codewrapper sourceCode" id="cb17">
+<div class="codewrapper sourceCode" id="cb20">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb17-1"><a href="#cb17-1" tabindex="-1"></a><span class="co"># line ~420</span></span>
-<span id="cb17-2"><a href="#cb17-2" tabindex="-1"></a>model <span class="op">=</span> Model(<span class="dv">50</span>) <span class="co"># 50 steps (originally defaulted to 250)</span></span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb20-1"><a href="#cb20-1" tabindex="-1"></a><span class="co"># line ~420</span></span>
+<span id="cb20-2"><a href="#cb20-2" tabindex="-1"></a>model <span class="op">=</span> Model(<span class="dv">50</span>) <span class="co"># 50 steps (originally defaulted to 250)</span></span></code></pre>
 </div>
 <p>Alternatively, you can kill the profiling process
 (e.g. <code>ctrl + c</code>) after a minute and the currently collected
@@ -890,12 +939,12 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>From the profiling output it can be seen that lines 285-287 occupy
 over 90% of the method’s runtime!</p>
-<div class="codewrapper sourceCode" id="cb19">
+<div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a>            <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="bu">len</span>(prey_list)):</span>
-<span id="cb19-2"><a href="#cb19-2" tabindex="-1"></a>                prey <span class="op">=</span> prey_list[i]</span>
-<span id="cb19-3"><a href="#cb19-3" tabindex="-1"></a>                <span class="cf">if</span> prey.life <span class="op">&lt;</span> PREY_HUNGER_THRESH:</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb22-1"><a href="#cb22-1" tabindex="-1"></a>            <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="bu">len</span>(prey_list)):</span>
+<span id="cb22-2"><a href="#cb22-2" tabindex="-1"></a>                prey <span class="op">=</span> prey_list[i]</span>
+<span id="cb22-3"><a href="#cb22-3" tabindex="-1"></a>                <span class="cf">if</span> prey.life <span class="op">&lt;</span> PREY_HUNGER_THRESH:</span></code></pre>
 </div>
 <p>Given that the following line 289 only has a relative 0.6% time, it
 can be understood that the vast majority of times the condition
@@ -1003,9 +1052,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "rse.shef.ac.uk/pando-python/profiling-lines.html",
   "identifier": "rse.shef.ac.uk/pando-python/profiling-lines.html",
-  "dateCreated": "2024-03-20",
-  "dateModified": "2024-03-20",
-  "datePublished": "2024-03-20"
+  "dateCreated": "2024-03-22",
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/sitemap.xml b/sitemap.xml
index 178c741..413cab9 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -12,6 +12,12 @@
   <url>
     <loc>rse.shef.ac.uk/pando-python/acknowledgements.html</loc>
   </url>
+  <url>
+    <loc>rse.shef.ac.uk/pando-python/aio.html</loc>
+  </url>
+  <url>
+    <loc>rse.shef.ac.uk/pando-python/images.html</loc>
+  </url>
   <url>
     <loc>rse.shef.ac.uk/pando-python/index.html</loc>
   </url>
@@ -27,9 +33,21 @@
   <url>
     <loc>rse.shef.ac.uk/pando-python/instructor/acknowledgements.html</loc>
   </url>
+  <url>
+    <loc>rse.shef.ac.uk/pando-python/instructor/aio.html</loc>
+  </url>
+  <url>
+    <loc>rse.shef.ac.uk/pando-python/instructor/images.html</loc>
+  </url>
   <url>
     <loc>rse.shef.ac.uk/pando-python/instructor/index.html</loc>
   </url>
+  <url>
+    <loc>rse.shef.ac.uk/pando-python/instructor/instructor-notes.html</loc>
+  </url>
+  <url>
+    <loc>rse.shef.ac.uk/pando-python/instructor/key-points.html</loc>
+  </url>
   <url>
     <loc>rse.shef.ac.uk/pando-python/instructor/optimisation-conclusion.html</loc>
   </url>
@@ -63,6 +81,12 @@
   <url>
     <loc>rse.shef.ac.uk/pando-python/instructor/profiling-lines.html</loc>
   </url>
+  <url>
+    <loc>rse.shef.ac.uk/pando-python/instructor-notes.html</loc>
+  </url>
+  <url>
+    <loc>rse.shef.ac.uk/pando-python/key-points.html</loc>
+  </url>
   <url>
     <loc>rse.shef.ac.uk/pando-python/optimisation-conclusion.html</loc>
   </url>