When your friend tags you in an activity, the activity won't be copied to your account. 

You can ask your friend to export their activity's GPX file and send it to you. You can import the activity to your profile once you received it. 
GPX file is just a fancy term for the data from your activity. The GPX file contains the GPS points that were recorded during an activity.
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