diff --git a/pyqm-week5/README.md b/pyqm-week5/README.md
index 107b77f..f8a7eb3 100644
--- a/pyqm-week5/README.md
+++ b/pyqm-week5/README.md
@@ -1,19 +1,42 @@
-# Week 5 Contents
+# Week 5: Matplotlib
 
 ## 5.1 - Line Plots - [[Notebook]](./notebooks/pyqm-5.1-line-plots.ipynb) - [[Video]](https://www.youtube.com/watch?v=D50f3tPYUiM)
 
 - Using plt.plot
+    - Plotting a line between two points
+    - Plotting line between multiple points
+    - Plotting a function
+    - Plotting two lines in the same figure
 - Plot Aesthetics
+    - Changing line colour
+    - Changing line width
+    - Changing line style
+    - Changing marker style
 - Axis Formatting
+    - Setting limits
+    - Changing ticks
+    - Adding grids
 - Labels
+    - Adding a title
+    - Labeling axes
 - Error Bars
 - Asymptotes and Annotations
 - Log Plots
+    - Making log-log plots
+    - Making semi-log plots
 - Figure Object
+    - Creating a figure
+    - Adding axes to figure
+    - Adjusted functions
+    - Saving an image
 
 ## 5.2 - Multiple and Alternative Plots - [[Notebook]](./notebooks/pyqm-5.2-multiple-and-alternative-plots.ipynb) - [[Video]](https://www.youtube.com/watch?v=842vyBG-apQ)
 
 - Subplots
+    - Making sub-plots using `plt.subplot()`
+    - Plots in Plots
+    - Making sub-plots using `fig.add_subplot()`
+    - Making sub-plots using `plt.subplots()`
 - Histograms
 - Scatter Plot
 - Bar Chart
@@ -26,3 +49,23 @@
 - Surface Plot
 - Interactive Backend
 - Animation
+    - Making an initialisation function
+    - Making an animation function
+    - Animating a plot
+    - Saving an animation
+
+## 5.4 [Cheatsheet](./notebooks/pyqm-5.4-cheatsheet.ipynb)
+
+## 5.5 [Tutorial](Week5_Exercises/PyQM_Tut.5.ipynb) 
+1. Noise in qubits
+2. Particle in a Box
+3. Normal Distribution
+4. Monte Carlo $\pi$ Estimation
+5. Ball Animation
+
+## 5.6 [Exercises](Week5_Exercises/PyQM_Ex.5.ipynb) 
+1. Settlers of Histogram
+2. Normal Distribution
+3. Particle in a Box
+4. Plotting a Sphere
+5. Snake Animation
diff --git a/pyqm-week5/pyqm-5.0-overview.ipynb b/pyqm-week5/pyqm-5.0-overview.ipynb
deleted file mode 100644
index 4dd161c..0000000
--- a/pyqm-week5/pyqm-5.0-overview.ipynb
+++ /dev/null
@@ -1,148 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "cell_id": "00000-0c627834-4356-498b-9c36-749c9e64d4a1",
-    "deepnote_cell_type": "code",
-    "tags": []
-   },
-   "source": [
-    "# <center>Python For Quantum Mechanics</center>\n",
-    "# <center>Overview: Week 5</center>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## [5.1 Line Plots](./notebooks/pyqm-5.1-line-plots.ipynb)\n",
-    "\n",
-    "- Using plt.plot\n",
-    "    - Plotting a line between two points\n",
-    "    - Plotting line between multiple points\n",
-    "    - Plotting a function\n",
-    "    - Plotting two lines in the same figure\n",
-    "- Plot Aesthetics\n",
-    "    - Changing line colour\n",
-    "    - Changing line width\n",
-    "    - Changing line style\n",
-    "    - Changing marker style\n",
-    "- Axis Formatting\n",
-    "    - Setting limits\n",
-    "    - Changing ticks\n",
-    "    - Adding grids\n",
-    "- Labels\n",
-    "    - Adding a title\n",
-    "    - Labeling axes\n",
-    "- Error Bars\n",
-    "- Asymptotes and Annotations\n",
-    "- Log Plots\n",
-    "    - Making log-log plots\n",
-    "    - Making semi-log plots\n",
-    "- Figure Object\n",
-    "    - Creating a figure\n",
-    "    - Adding axes to figure\n",
-    "    - Adjusted functions\n",
-    "    - Saving an image"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## [5.2 Multiple and Alternative Plots](./notebooks/pyqm-5.2-multiple-and-alternative-plots.ipynb)\n",
-    "\n",
-    "- Subplots\n",
-    "    - Making sub-plots using `plt.subplot()`\n",
-    "    - Plots in Plots\n",
-    "    - Making sub-plots using `fig.add_subplot()`\n",
-    "    - Making sub-plots using `plt.subplots()`\n",
-    "- Histograms\n",
-    "- Scatter Plot\n",
-    "- Bar Chart\n",
-    "- Pie Chart"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## [5.3 3D Plots and Animations](./notebooks/pyqm-5.3-3d-plots-and-animations.ipynb)\n",
-    "- 3D Line Plot\n",
-    "- Heatmap\n",
-    "- Surface Plot\n",
-    "- Interactive Backend\n",
-    "- Animation\n",
-    "    - Making an initialisation function\n",
-    "    - Making an animation function\n",
-    "    - Animating a plot\n",
-    "    - Saving an animation"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## [5.4 Cheatsheet](./notebooks/pyqm-5.4-cheatsheet.ipynb) "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## [Tutorial 5](Week5_Exercises/PyQM_Tut.5.ipynb) \n",
-    "1. Noise in qubits\n",
-    "2. Particle in a Box\n",
-    "3. Normal Distribution\n",
-    "4. Monte Carlo $\\pi$ Estimation\n",
-    "5. Ball Animation"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## [Exercises 5](Week5_Exercises/PyQM_Ex.5.ipynb) \n",
-    "1. Settlers of Histogram\n",
-    "2. Normal Distribution\n",
-    "3. Particle in a Box\n",
-    "4. Plotting a Sphere\n",
-    "5. Snake Animation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "deepnote": {
-   "is_reactive": false
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-  "deepnote_execution_queue": [],
-  "deepnote_notebook_id": "38861478-975f-4137-b527-c4aa3d4bf9cf",
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
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-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
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