The reviewers agree that, while the technical ingredients are somewhat incremental over the prior work in [6], this paper presents a nice contribution to the distributed PCA problem. Several reviewers highlighted ways in which presentation of the paper can be polished -- we ask the authors to take these suggestions into consideration when editing the paper.