Heading update

Author: NeatuR

individual_modules/markdown_with_python/3-Markdown-Fundamentals.md

@@ -93,7 +93,7 @@ A line break within a paragraph is created by adding two spaces at the end of a
 
 To create a full paragraph break (a blank line between paragraphs), you simply press Enter twice.
 
-Here is an example:
+Here is **an example:**
 
 ```
 This is the first paragraph.  
@@ -102,7 +102,7 @@ This is the second paragraph with a
 line break inside.
 ```
 
-### Output:
+**Output:**
 This is the first paragraph.  
 
 This is the second paragraph with a  
@@ -133,7 +133,7 @@ Lists are a great way to make your documents easier to scan and helps readers fi
 ### Unordered Lists (Bullets)
 To make a bullet point, start a line with `-`, `+`, or `*`. It is of note that the different symbols you can use to create a bulleted list are all treated the same by the Markdown processor and will therefore render identically as a disc bullet. Whilst they render the same, for consistency we recommend you use the same symbol within a list and not mix between them, because some Markdown parsers or linters may warn about inconsistent style. You can also create sublists by indenting with at least two spaces.
 
-Example:
+**Example:**
 ```
 - Item 1
 - Item 2
@@ -142,7 +142,7 @@ Example:
 
 ```
 
-### Output:
+**Output:**
 - Item 1
 - Item 2
   - Subitem 2.1
@@ -159,7 +159,7 @@ To make a numbered list, just start each line with a number followed by a full s
    2. Subitem 2.2
 ```
 
-### Output:
+**Output:**
 1. First item
 2. Second item
    1. Subitem 2.1
@@ -172,14 +172,14 @@ Task lists are useful when you want to show items that need to be completed —
 - to make an unchecked box, use `- []`.
 - to make a checked box, use `- [x]`.
 
-Example:
+**Example:**
 ```
 - [ ] Task 1
 - [x] Task 2
 
 ```
 
-### Output:
+**Output:**
 
 - [ ] Task 1
 - [x] Task 2
@@ -192,13 +192,13 @@ Blockquotes are used to highlight quotes, important information, or notes in you
 
 To create a blockquote, start a line with a `>` symbol. If you want to create a nested blockquote (a quote inside a quote), use `>>`.
 
-Example:
+**Example:**
 ```
 > This is a blockquote.
 >> This is a nested blockquote.
 ```
 
-### Output:
+**Output:**
 > This is a blockquote.
 >> This is a nested blockquote.
 
@@ -211,27 +211,27 @@ Markdown makes it easy to format code, whether it's a single line or multiple li
 
 To format a short piece of code inline, wrap it in single backticks (`).
 
-Example:
+**Example**:
 ```
 Use the `print()` function in Python. 
 ```
 
-### Output:
+**Output:**
 Use the `print()` function in Python. 
 
 
 ### Code Blocks
 
 For longer code or multi-line code blocks, use triple backticks (```) to create a block. You can also specify the programming language after the first set of backticks to enable syntax highlighting.
 
-Example:
+**Example**:
 ```
 ```python
 def greet():
     print("Hello, World!")
 ```
 
-### Output:
+**Output:**
 
 ```python
 def greet():
@@ -252,7 +252,7 @@ Tables help make data clearer and more structured, especially when you need to p
 
 ```
 
-### Output
+**Output:**
 
 | Name  | Age | Job       |
 |-------|-----|----------|
@@ -268,7 +268,7 @@ Horizontal lines are used to separate sections of your document, providing a cle
 ---
 ```
 
-### Output
+**Output:**
 ---
 
 
@@ -280,12 +280,12 @@ Adding links and images is a great way to enrich your documents. In Markdown, ad
 
 To create a link, use the format `[text](URL)`. This will display the text as a clickable link that directs to the specified URL.
 
-Example:
+**Example:**
 ```
 [Link text](https://www.exeter.ac.uk/)
 ```
 
-### Output
+**Output:**
 [Link text](https://www.exeter.ac.uk/)
 
 **Images - Web** 
@@ -296,7 +296,7 @@ To add an image from the web, use the format `![alt text](image URL)`. The '!' a
 ![alt text for screen readers](https://i.natgeofe.com/n/548467d8-c5f1-4551-9f58-6817a8d2c45e/NationalGeographic_2572187.jpg?w=1436&h=958)
 ```
 
-### Output
+**Output:**
 ![alt text for screen readers](https://i.natgeofe.com/n/548467d8-c5f1-4551-9f58-6817a8d2c45e/NationalGeographic_2572187.jpg?w=1436&h=958)
 
 **Images - Local** 
@@ -309,19 +309,21 @@ Format: `![alt text](image path)`.
 ![alt text for screen readers](cat_pic.png)
 ```
 
-### Output
+**Output:**
 ![alt text for screen readers](cat_pic.png)
 
 ## 11. Escaping
 Sometimes, you might want to display special characters (like `*`, `_`, or `#`) in your text without them being interpreted as formatting. To do this, you can escape the character by placing a backslash (`\`) before it.
 
 For example, if you want to display `*` before a word without it making the text italic, use `\*`.
 
-Example:
+**Example:**
 `\*Not italicized\*`
 
-### Output:
+**Output:**
 \*Not italicized\*
 
+## Final Thoughts
+These are the basics of Markdown formatting, most often used when creating a `README.md` file. A `README.md` file explains the purpose, setup, and usage of a coding project. It serves as the project's main documentation and is usually the first thing users see in a repository. Every Git repository typically includes one, making Markdown a great way to document and showcase your work clearly and effectively.
 
-
+While `md` files support rich formatting, `README` can also be plain `txt` files, though they won't include formatting like headings or lists. 

individual_modules/markdown_with_python/4-Markdown-Task-1.md

@@ -10,7 +10,7 @@ In this section, write a short paragraph explaining what the document is about o
 > Lorem ipsum dolor sit amet. At excepturi ipsam aut tempora fugit ut porro facilis et aspernatur totam vel voluptatem quisquam qui recusandae quidem. Ut facilis dolor et ipsum error et voluptates sint aut nesciunt inventore et delectus enim et quidem animi. Sed repellat deleniti id maiores temporibus ea doloremque fuga. Vel laboriosam galisum in corrupti vero qui inventore voluptatibus.
 
 
-Lorem Ipsum is meaningless placeholder text used in design and publishing to mimic the look of real written content without conveying any actual meaning. Use it here to practise applying the formatting features we’ve discussed.
+`Lorem Ipsum` is meaningless placeholder text used in design and publishing to mimic the look of real written content without conveying any actual meaning. Use it here to practise applying the formatting features we’ve discussed.
 
 For example: 
 * Use bold or italic formatting for emphasis.
@@ -19,7 +19,7 @@ For example:
 
 2. Methods (`## Methods`)
 
-Describe how Markdown works, you can use Lorem ipsum again.
+Describe how Markdown works, you can use `Lorem ipsum` again.
 
 * Use an ordered list to explain the steps of opening a MD document.
 * Include examples of different text formatting like **bold text**.

individual_modules/markdown_with_python/5-How-to-embed-Python-Code-in-Markdown.md

@@ -77,11 +77,11 @@ import pandas as pd
 
 Importing packages will give you access to external libraries like pandas, numpy or matplotlib. You may see an error when importing a package, this usually means the package isn't installed yet. 
 
-### Error Package Not Installed
+**Error Package Not Installed**
 
 ![Alt text](errorPack2.png)
 
-### Solution
+**Solution**
 - Install package
     - in Jupyter Notebook: `!pip install pandas`
     - in a terminal: `pip install pandas`
@@ -201,7 +201,7 @@ Once you have executed this in a cell and the graph is displayed, have a play wi
 
 Embedding Python in Markdown transforms static documents into interactive, dynamic tools that enhance data analysis, storytelling, and reproducibility.
 
-## Note on Sensitive Data
+## Notes on Sensitive Data
 Before sharing or publishing your notebooks, ensure they do not contain any sensitive or restricted information. This includes:
 
 - Personal identifiers (e.g. names, addresses, NHS numbers).

individual_modules/markdown_with_python/8-Further-Knowledge.md

@@ -32,5 +32,7 @@ import ipywidgets as widgets
 widgets.IntSlider(min=0, max=10, step=1, value=5)
 ```
 
+Try it on!
+
 ## Always remember!
 Clear structure, consistent naming, and clean outputs make notebooks easier to share and maintain.