Here's why:
* Simple predicate: This is the verb or verb phrase that tells what the subject is doing or being.
* Subject: The parade
* Verb phrase: has started (helping verb "has" + main verb "started")
The phrase "late" is an adverb that modifies the verb "started" but is not part of the simple predicate.