Update README.md

README.md

@@ -35,7 +35,7 @@ This dataset contains South African presidential statements translated into mult
        
 4. **Scripts (folder): `multilingual-statement-scraping.ipynb` (file) and `link-scraping.ipynb` (file)**
     - **`link-scraping.ipynb`** This script scans pages on the South African Presidency's website to identify URLs that contain multilingual translations of presidential statements. It checks for accessible translation pages and saves the valid URLs to a text file.
-    - **`multilingual-statement-scraping.ipnyb`** This script scrapes multilingual presidential statements from a series of web pages and identifies and processes language-specific links on each page, extracts the corresponding text of the statements, and then organises the data into a structured dictionary.
+    - **`multilingual-statement-scraping.ipynb`** This script scrapes multilingual presidential statements from a series of web pages and identifies and processes language-specific links on each page, extracts the corresponding text of the statements, and then organises the data into a structured dictionary.
 
 ## Applications
 There are many, but the structure is perfect for
@@ -46,7 +46,7 @@ There are many, but the structure is perfect for
 ## Dataset Structure
 Each file is structured as a JSON object with keys representing unique statement IDs. The translations are aligned across languages to facilitate easy use in NLP tasks.
 
-## Example JSON Structure:
+### Example JSON Structure:
 ```JSON
 {
     Statement 1": {