The noise he makes at 0:18 sounds exactly like a Street Fighter character getting knocked out. I can only conclude this is the sound everyone makes when being killed by a ninja.
This is what happens when a city is cuts its ninja eradication programs from the budget. If you don't want this to happen for you, vote for me for District 4 Councilman, and I promise I will fight to keep you safe from random ninja attacks!