Update README.md

README.md

@@ -83,7 +83,7 @@ python 2_extract_news.py
 
 ### 3_extract_news_txt.py:
 
-This script extracts the text content of press articles and saves it (title + description + text) to a `.txt` file.
+This script extracts the text content of press articles and saves it (title + text) to a `.txt` file.
 
 ```bash
 python 3_extract_news_txt.py
@@ -95,7 +95,7 @@ After completing this step, you can use the Python script located at /dataset/2_
 This script allows for the extraction of links to other articles from local article sources. This ensures swift retrieval of numerous past articles, as opposed to fetching only the most recent ones.
 
 ```bash
-php 4_extract_news_url.py
+python 4_extract_news_url.py
 ```
 
 After using this script, you'll need to run 2_extract_news.py again to retrieve the sources of the new articles, as well as 3_extract_news_txt.py to extract the text from these articles.