As a measure of the shared variability in chromatin accessibility between a reference kmer (or motif) and other kmers (or motifs), we compute a normalized co-variance based on deviation z-scores. This normalized covariance is simply the covariance of the z-scores across each cell divided by the variance of the z-scores for the reference kmer (or motif).