At the other extreme, the country with the least religious affiliation such as South Korea and Japan are consistently on the higher end of the suicide percentage rate.
In most of religions and especially Islam the suicide is a taboo subject, and it's believed that anyone who committed suicide will go straight to hell. This belief probably explains some aspects of the suicide distribution as it is.