diff --git a/HPC_Python_Guide.md b/HPC_Python_Guide.md
index 57eb6e5a5ddcfc5bc6bcdae8ebb320d9362b2223..33cb0dce79901744a26a82071b979f9972543363 100644
--- a/HPC_Python_Guide.md
+++ b/HPC_Python_Guide.md
@@ -108,7 +108,7 @@ You should now be able to install packages with pip install <PACKAGE> as normal.
    a100sh -X
    ```
 
-3. Navigate to your project folder and activate the virtualenv
+3. Navigate to your project folder, load modules, and activate the virtualenv. Same steps as in section III.
 
 4. Install Jupyter with:
    ```
@@ -153,7 +153,7 @@ You should now be able to install packages with pip install <PACKAGE> as normal.
    echo $HOSTNAME
    ```
 
-5. Navigate to your project folder and activate the virtualenv.
+5. Navigate to your project folder, load modules, and activate the virtualenv. Same steps as in section III.
 
 6. Start a Jupyter lab or Jupyter notebook server by entering one of the following:
    ```
@@ -185,7 +185,7 @@ You should now be able to install packages with pip install <PACKAGE> as normal.
    > manually to `127.0.0.1` before entering it in your browser. In the example from step 5, you
    > would change `n-62-20-9` to `127.0.0.1`.
 
-   > **Troubleshooting:** If the number after `htttp://127.0.0.1:` is not `44000`, Jupyter selected another port. In this case, redo step 7 where 44000 is replaced with the number from the URL printed by Jupyter. This happens if the port we request with `--port=44000` is not available.
+   > **Troubleshooting:** If the number after `http://127.0.0.1:` is not `44000`, Jupyter selected another port. In this case, redo step 7 where 44000 is replaced with the number from the URL printed by Jupyter. This happens if the port we request with `--port=44000` is not available.
 
 If you close your browser, you can reconnnect by entering the URL again.
 If you lose your internet connection, you can reconnect by repeating steps 5 and 6.