Actually I'm not sure they ever leave, but if not they are scarce in July and August.
This and the two previous images are very colorful compared to the usual winter Field Sparrow.
When I first saw this one I didn't realize what it was for a minute, until I recalled pink feet, pink bill. See next two images to compare.