diff --git a/notes/._remote-working-guide.md b/notes/._remote-working-guide.md
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Binary files a/notes/._remote-working-guide.md and b/notes/._remote-working-guide.md differ
diff --git a/notes/remote-working-guide.md b/notes/remote-working-guide.md
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@@ -114,22 +114,22 @@ Here we provide a detailed guide for setting-up PuTTY with tunnel forwarding so
Change the remaining options as is in the screenshot below.
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2. Now navigate to **Connection** and drop-down on **Data**. In **Auto-Login username** , enter your student id `sXXXXXXX`.
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3. After step 1 and 2, follow the instructions [here](http://computing.help.inf.ed.ac.uk/installing-putty) from screenshots 3-5 to set-up **Auth** and **X11 Forwarding**. To avoid errors later, strictly follow the instructions for this set-up.
4. In this step, we will configure SSH tunneling to locally run the notebooks. On the left side of the PuTTY window, navigate to **Tunnels** under SSH and then add a `[local-port]` in **Source port** and `localhost:[local-port]` in **Destination**. Remember the `[local-port]` you used here as we will need this later.
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Then press **Add** near the Source port box to add your new forwarded port. Once you add, you will see your newly added port as shown below -
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5. After you have done steps 1-4, navigate back to **Session** on the left side and click **Save** to save all your current configurations.