diff --git a/src/data/roadmaps/python/content/list-comprehensions@4gtmtYWYRWqwLdZRL0XMg.md b/src/data/roadmaps/python/content/list-comprehensions@4gtmtYWYRWqwLdZRL0XMg.md
index 8738e6f1e..9ac7a297e 100644
--- a/src/data/roadmaps/python/content/list-comprehensions@4gtmtYWYRWqwLdZRL0XMg.md
+++ b/src/data/roadmaps/python/content/list-comprehensions@4gtmtYWYRWqwLdZRL0XMg.md
@@ -6,4 +6,4 @@ Visit the following resources to learn more:
 
 - [@official@Python List Comprehensions](https://docs.python.org/3/tutorial/datastructures.html#list-comprehensions)
 - [@article@What Exactly are List Comprehensions in Python? - CodeGuage](https://www.codeguage.com/courses/python/lists-list-comprehensions)
-- [@article@Python List Comprehensions Quiz](https://realpython.com/quizzes/list-comprehension-python/)
+- [@article@Python List Comprehensions Quiz](https://realpython.com/quizzes/list-comprehension-python/)
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diff --git a/src/data/roadmaps/python/content/threading@UIx0XYaOgXXlYbbQtjiPq.md b/src/data/roadmaps/python/content/threading@UIx0XYaOgXXlYbbQtjiPq.md
index 68e82ecbd..c82af6ad6 100644
--- a/src/data/roadmaps/python/content/threading@UIx0XYaOgXXlYbbQtjiPq.md
+++ b/src/data/roadmaps/python/content/threading@UIx0XYaOgXXlYbbQtjiPq.md
@@ -1,8 +1,9 @@
 # Threading
 
-Multithreading allows multiple threads within a single process. However, because of GIL, threads cannot run in parallel on different cores, which makes multithreading suitable for I/O tasks (e.g., network requests) but not for computational tasks.
+[Multithreading](https://roadmap.sh/python/multithreading) allows multiple threads within a single process. However, because of GIL, threads cannot run in parallel on different cores, which makes multithreading suitable for I/O tasks (e.g., network requests) but not for computational tasks.
 
 Visit the following resources to learn more:
 
 - [@official@Python Threading Library](https://docs.python.org/3/library/threading.html)
+- [@article@Python Multithreading: The Most Practical Intro](https://roadmap.sh/python/multithreading)
 - [@article@Introduction to Threading in Python](https://realpython.com/intro-to-python-threading/)
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