Our findings demonstrate that a positive Mantel correlation coefficient with a low p-value can effectively help in identifying regions of space that harbor life. This method is vital as it allows us to filter planets by their likelihood of being terraformed, ultimately enhancing our understanding of how life could spread across different planetary systems.