I'm not sure a correlation matrix is a proper method for this, even though most data scientists use it.
There are some discussions in here: https://datascience.stackexchange.com/questions/57105/correlation-vs-multicollinearity
Written by Yukio
Mathematician with a master degree in Economics. Working as a Data Scientist for the last 10 years.