What is the meaning of [Men’s evil manners live in brass; their virtues we write in water]

From Shakespeare’s Henry VIII, 1612:

GRIFFITH:
Noble madam,
Men’s evil manners live in brass; their virtues
We write in water. May it please your highness
To hear me speak his good now?