We define the firm-exports matrix X t F ×K , where rows represent the F firms, columns the K products, and non-zero entries X t ik indicate the total firm i exports of product k in time t. Here, K equals the total number of codes of the Harmonized System at 6-digits. Similarly, we define the bipartite firm-product matrix M t F ×K whose non-zero entries m t ik are equal to 1 when X t ik > 0; that is, whether firm i exports product k in time t.