The article explores different ways to test if two things are related. They look at different types of sign and rank relationships and see if they can be used to check for independence. Some methods need an extra assumption about the symmetry of the data. The researchers found out how well these tests work compared to the usual correlation test. They also showed how the tests perform under different scenarios. The findings were illustrated with a simple example.