Honestly, It's hard to fault someone for failing to notice something that happens irregularly like that. Unless you're willing to camp out in the front yard of a prospective home 24x7 for a week, you're likely to miss this.

The onus is on the noisemaker to make less noise, not everyone else to avoid the area. If they didn't move there, someone else with less money would have.