Some parts of SA are pretty high crime. Id imagine they have high security in place. Many of my friends there have electric fences and walls around their homes and have still been robbed at gun point.
https://ourworldindata.org/grapher/homicide-rate-1990-vs-201...
https://ourworldindata.org/grapher/homicide-rates-across-wes...