Sample size is important since it is an integral part of calculating Spearman's rho. As a rule of thumb: the smaller the correlation to be detected and the higher the degree of confidence in order to detect it, the larger is the dataset needed in order to get meaningful results. For example, to detect a correlation of rho=.95 with a 95%-confidence interval of size 0.5 (.92