diff --git a/docs/tech_docs/python/Python-Virtual-Environments.md b/docs/tech_docs/python/Python-Virtual-Environments.md
index 1ee1fb3..6f11a06 100644
--- a/docs/tech_docs/python/Python-Virtual-Environments.md
+++ b/docs/tech_docs/python/Python-Virtual-Environments.md
@@ -118,6 +118,7 @@ In a Python project, particularly on a Debian Linux system, it's important to fo
 By following this structure and these tips, you can maintain a well-organized and efficient development environment for your Python projects on Debian.
 
 ---
+
 # Setting Up a Virtual Environment for KnowledgeBase-Tech Hugo Site
 
 ## Update PATH Environment Variable
@@ -193,7 +194,6 @@ deactivate
 ## Working with the Environment
 
 Remember to activate the `KnowledgeBase-Tech_env` environment every time you work on the KnowledgeBase-Tech Hugo site. This ensures all dependencies are isolated to this specific project.
-````
 
 Replace `<package-name>` with the specific packages you need for your Hugo site. The addition of the freeze requirements section will help maintain a consistent set of dependencies across different development environments.
 
@@ -244,7 +244,7 @@ deactivate
 ## Working with the Environment
 
 Remember to activate the `KnowledgeBase-Tech_env` environment every time you work on the KnowledgeBase-Tech Hugo site. This ensures all dependencies are isolated to this specific project.
-```
+
 
 Replace `<package-name>` with any specific Python package you need for your Hugo site. This guide will help you maintain a clean and isolated environment for your Hugo site development.
 
@@ -285,7 +285,6 @@ Replace `<package-name>` with any specific Python package you need for your Hugo
    ```bash
    pip install mkdocs
    ```
-
 6. **Create Your Mkdocs Project:**
    After Mkdocs is installed, you can create a new Mkdocs project:
    ```bash
@@ -625,6 +624,4 @@ When setting up a Python project with a virtual environment, organizing your pro
 - It's created by running `pip freeze > requirements.txt` inside your activated virtual environment.
 - This file ensures that anyone who clones your project can install the exact same dependencies by running `pip install -r requirements.txt`.
 
-This structure is just a guideline and can be adjusted based on the specific needs of your project. The key is to keep it organized and logical to facilitate easy navigation and collaboration.
-
----
\ No newline at end of file
+This structure is just a guideline and can be adjusted based on the specific needs of your project. The key is to keep it organized and logical to facilitate easy navigation and collaboration.
\ No newline at end of file