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diff --git a/_images/4808c220a7336e391b875f291d2cb407aab99b5d77bc79f57f3f7295a3e2fda1.png b/_images/4808c220a7336e391b875f291d2cb407aab99b5d77bc79f57f3f7295a3e2fda1.png
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diff --git a/_images/8b8db133aeba9243621aa5e27569117f93f3b412808764336e597690c54bd84b.png b/_images/8b8db133aeba9243621aa5e27569117f93f3b412808764336e597690c54bd84b.png
diff --git a/_images/8ce6664b0159c38c104437823bd7762d4df4177e5cbc686e0af8c44da83d5017.png b/_images/8ce6664b0159c38c104437823bd7762d4df4177e5cbc686e0af8c44da83d5017.png
diff --git a/_images/a7bfcc7c1913cc868a564194234521254270ce84abc823881be6bd0564a49a54.png b/_images/a7bfcc7c1913cc868a564194234521254270ce84abc823881be6bd0564a49a54.png
diff --git a/_sources/pyqm-week1/README.md b/_sources/pyqm-week1/README.md
@@ -1,4 +1,4 @@
-# Week 1: Overview
+# Week 1: Variables, data structures, and operations
 
 ## 1.1 - Variables - [Notebook](./notebooks/pyqm-1.1-variables.ipynb) - [Video](https://youtu.be/dU8NKvAxcnE)
 

diff --git a/_sources/pyqm-week2/README.md b/_sources/pyqm-week2/README.md
@@ -1,9 +1,9 @@
-# Week 2 Contents
+# Week 2: Flow control, comprehensions and file operations
 
 ## 2.1 - Flow Control - [[Notebook]](./notebooks/pyqm-2.1-flow-control.ipynb) - [[Video]](https://youtu.be/6IUQ12mOb1A)
 
-- Conditional Statements(if,elif,else)
-- Testing Code(try,except)
+- Conditional Statements(if, elif, else)
+- Testing Code (try, except)
 - While loops
 - Range
 - Zip
@@ -13,14 +13,32 @@
 
 ## 2.2 - Compact Code - [[Notebook]](./notebooks/pyqm-2.2-compact-code.ipynb) - [[Video]](https://youtu.be/JBFc9V6BcNY)
 
-- List Comprehensions
-- Set Comprehensions
-- Dictionary Comprehensions
-- Generator Comprehensions
+- One-line if and else
+- Comprehensions
+    - list, set, dictionary and more
+- Generators
+- Maps
 
 ## 2.3 - External Data - [[Notebook]](./notebooks/pyqm-2.3-external-data.ipynb) - [[Video]](https://youtu.be/Pjl23pFmk_w)
-- Inputting from the terminal/command line
-- Copying files
-- Reading files
-- Writing files
-- Creating files
+- Basic user input
+- Opening, closing and creating file
+- Reading and writing files
+
+## 2.4 - Cheatsheet
+
+## 2.5 Tutorial [Tutorial 2](Week2_Exercises/PyQM_Tut.2.ipynb) 
+1. Convert Decimal To Ten Bit Binary String
+2. For Loops, Sequence Sum
+3. While Loops, Reverse A Number
+4. List Comprehensions
+5. DNA
+6. Collatz Conjecture
+7. Fizz Buzz
+
+## 2.6 Exercise [Exercises 2](Week2_Exercises/PyQM_Ex.2.ipynb) 
+1. Decimal To/From Binary
+2. Balmer Lines
+3. Quantum Quibit Gates
+4. How many days left do you have to live?
+5. Rotating Vectors In 2-Dimensions
+6. Quantum Quibit State Normalisation
diff --git a/_sources/pyqm-week2/pyqm-2.0-overview.ipynb b/_sources/pyqm-week2/pyqm-2.0-overview.ipynb
diff --git a/genindex.html b/genindex.html
@@ -177,8 +177,8 @@
             </li>
         </ul>
         <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="pyqm-week1/README.html">Week 1: Overview</a></li>
-<li class="toctree-l1"><a class="reference internal" href="pyqm-week2/README.html">Week 2 Contents</a></li>
+<li class="toctree-l1"><a class="reference internal" href="pyqm-week1/README.html">Week 1: Variables, data structures, and operations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="pyqm-week2/README.html">Week 2: Flow control, comprehensions and file operations</a></li>
 <li class="toctree-l1"><a class="reference internal" href="pyqm-week3/README.html">Week 3 Contents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="pyqm-week4/README.html">Week 4 Contents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="pyqm-week5/README.html">Week 5 Contents</a></li>

diff --git a/index.html b/index.html
@@ -66,7 +66,7 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'index';</script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="next" title="Week 1: Overview" href="pyqm-week1/README.html" />
+    <link rel="next" title="Week 1: Variables, data structures, and operations" href="pyqm-week1/README.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   </head>
@@ -177,8 +177,8 @@
             </li>
         </ul>
         <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="pyqm-week1/README.html">Week 1: Overview</a></li>
-<li class="toctree-l1"><a class="reference internal" href="pyqm-week2/README.html">Week 2 Contents</a></li>
+<li class="toctree-l1"><a class="reference internal" href="pyqm-week1/README.html">Week 1: Variables, data structures, and operations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="pyqm-week2/README.html">Week 2: Flow control, comprehensions and file operations</a></li>
 <li class="toctree-l1"><a class="reference internal" href="pyqm-week3/README.html">Week 3 Contents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="pyqm-week4/README.html">Week 4 Contents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="pyqm-week5/README.html">Week 5 Contents</a></li>
@@ -463,7 +463,7 @@ <h1>Contact<a class="headerlink" href="#contact" title="Permalink to this headin
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Week 1: Overview</p>
+        <p class="prev-next-title">Week 1: Variables, data structures, and operations</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>

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diff --git a/pyqm-week1/README.html b/pyqm-week1/README.html
@@ -9,7 +9,7 @@
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
-    <title>Week 1: Overview &#8212; Lecture Notes from ICHEC</title>
+    <title>Week 1: Variables, data structures, and operations &#8212; Lecture Notes from ICHEC</title>
 
 
 
@@ -66,7 +66,7 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'pyqm-week1/README';</script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="Week 2 Contents" href="../pyqm-week2/README.html" />
+    <link rel="next" title="Week 2: Flow control, comprehensions and file operations" href="../pyqm-week2/README.html" />
     <link rel="prev" title="Description" href="../index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -178,8 +178,8 @@
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         </ul>
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-<li class="toctree-l1 current active"><a class="current reference internal" href="#">Week 1: Overview</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../pyqm-week2/README.html">Week 2 Contents</a></li>
+<li class="toctree-l1 current active"><a class="current reference internal" href="#">Week 1: Variables, data structures, and operations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pyqm-week2/README.html">Week 2: Flow control, comprehensions and file operations</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../pyqm-week3/README.html">Week 3 Contents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../pyqm-week4/README.html">Week 4 Contents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../pyqm-week5/README.html">Week 5 Contents</a></li>
@@ -322,7 +322,7 @@
 
 
 <div id="jb-print-docs-body" class="onlyprint">
-    <h1>Week 1: Overview</h1>
+    <h1>Week 1: Variables, data structures, and operations</h1>
     <!-- Table of contents -->
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         <div id="jb-print-toc">
@@ -349,8 +349,8 @@ <h2> Contents </h2>
 <div id="searchbox"></div>
                 <article class="bd-article">
 
-  <section class="tex2jax_ignore mathjax_ignore" id="week-1-overview">
-<h1>Week 1: Overview<a class="headerlink" href="#week-1-overview" title="Permalink to this heading">#</a></h1>
+  <section class="tex2jax_ignore mathjax_ignore" id="week-1-variables-data-structures-and-operations">
+<h1>Week 1: Variables, data structures, and operations<a class="headerlink" href="#week-1-variables-data-structures-and-operations" title="Permalink to this heading">#</a></h1>
 <section id="variables-notebook-video">
 <h2>1.1 - Variables - <a class="reference internal" href="notebooks/pyqm-1.1-variables.html"><span class="doc std std-doc">Notebook</span></a> - <a class="reference external" href="https://youtu.be/dU8NKvAxcnE">Video</a><a class="headerlink" href="#variables-notebook-video" title="Permalink to this heading">#</a></h2>
 <ul class="simple">
@@ -458,7 +458,7 @@ <h2>1.6 Exercise <span class="xref myst">Exercises 1</span><a class="headerlink"
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Week 2 Contents</p>
+        <p class="prev-next-title">Week 2: Flow control, comprehensions and file operations</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>

diff --git a/pyqm-week1/exercises/pyqm-ex.1.html b/pyqm-week1/exercises/pyqm-ex.1.html
@@ -178,8 +178,8 @@
             </li>
         </ul>
         <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../README.html">Week 1: Overview</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../pyqm-week2/README.html">Week 2 Contents</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../README.html">Week 1: Variables, data structures, and operations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../pyqm-week2/README.html">Week 2: Flow control, comprehensions and file operations</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../pyqm-week3/README.html">Week 3 Contents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../pyqm-week4/README.html">Week 4 Contents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../pyqm-week5/README.html">Week 5 Contents</a></li>

diff --git a/pyqm-week1/exercises/pyqm-tut.1.html b/pyqm-week1/exercises/pyqm-tut.1.html
@@ -178,8 +178,8 @@
             </li>
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Week 1: Overview</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../pyqm-week2/README.html">Week 2 Contents</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../README.html">Week 1: Variables, data structures, and operations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../pyqm-week2/README.html">Week 2: Flow control, comprehensions and file operations</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../pyqm-week3/README.html">Week 3 Contents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../pyqm-week4/README.html">Week 4 Contents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../pyqm-week5/README.html">Week 5 Contents</a></li>

diff --git a/pyqm-week1/exercises_solutions/PyQM_Ex.1_sol.html b/pyqm-week1/exercises_solutions/PyQM_Ex.1_sol.html
@@ -178,8 +178,8 @@
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Week 1: Overview</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../pyqm-week2/README.html">Week 2 Contents</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../README.html">Week 1: Variables, data structures, and operations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../pyqm-week2/README.html">Week 2: Flow control, comprehensions and file operations</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../pyqm-week3/README.html">Week 3 Contents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../pyqm-week4/README.html">Week 4 Contents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../pyqm-week5/README.html">Week 5 Contents</a></li>

diff --git a/pyqm-week1/exercises_solutions/PyQM_Tut.1_sol.html b/pyqm-week1/exercises_solutions/PyQM_Tut.1_sol.html
@@ -178,8 +178,8 @@
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Week 1: Overview</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../pyqm-week2/README.html">Week 2 Contents</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../README.html">Week 1: Variables, data structures, and operations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../pyqm-week2/README.html">Week 2: Flow control, comprehensions and file operations</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../pyqm-week3/README.html">Week 3 Contents</a></li>
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diff --git a/pyqm-week1/exercises_solutions/PyQM_Tut.1_sol_alt.html b/pyqm-week1/exercises_solutions/PyQM_Tut.1_sol_alt.html
@@ -178,8 +178,8 @@
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Week 1: Overview</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../pyqm-week2/README.html">Week 2 Contents</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../README.html">Week 1: Variables, data structures, and operations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../pyqm-week2/README.html">Week 2: Flow control, comprehensions and file operations</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../pyqm-week3/README.html">Week 3 Contents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../pyqm-week4/README.html">Week 4 Contents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../pyqm-week5/README.html">Week 5 Contents</a></li>

diff --git a/pyqm-week1/notebooks/pyqm-1.1-variables.html b/pyqm-week1/notebooks/pyqm-1.1-variables.html
@@ -178,8 +178,8 @@
             </li>
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         <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../README.html">Week 1: Overview</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../pyqm-week2/README.html">Week 2 Contents</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../README.html">Week 1: Variables, data structures, and operations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../pyqm-week2/README.html">Week 2: Flow control, comprehensions and file operations</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../pyqm-week3/README.html">Week 3 Contents</a></li>
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