Here's why:
* Gerunds: Gerunds are verb forms ending in "-ing" that act as nouns.
* Gerund Phrases: Gerund phrases consist of a gerund and any modifiers or objects that go with it.
In this sentence, "talking" is the gerund, and "to my friend Omaha" are the modifiers. Together, they form the gerund phrase.