Here's why:
* Subject: The sentence has a clear subject: "Talking on the phone".
* Verb: The sentence has a verb: "is".
* Complete Thought: The sentence expresses a complete thought. It tells us what her favorite pastime is.
A fragment is a part of a sentence that cannot stand alone because it lacks a subject, verb, or both, or it doesn't express a complete thought.