Before revision:  Fortunately, high-dimensional covariance matrices  observed in text, click-through, and meta-genomics datasets  are often sparse.
After revision:  Fortunately, high-dimensional covariance matrices as observed in text, click-through, and meta-genomics datasets are often sparse.