Before revision:  We illustrate our results on the example of stock returns correlations, that clearly reveal a non trivial structure for the bulk eigenvalues  .
After revision:  We illustrate our results on the example of stock returns correlations, that clearly reveal a non trivial structure for the bulk eigenvalues . We also apply our results to the problem of matrix denoising in high dimension .