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 @@
-{
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- "tags": []
- },
- "source": [
- "#
Python For Quantum Mechanics\n",
- "# Overview: Week 5"
- ]
- },
- {
- "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"
- ]
- },
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- "metadata": {},
- "outputs": [],
- "source": []
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