The n-strand planar pure braid group is the fundamental group of R n ´∆, where ∆ consists of all n-tuples in which three or more coordinates are the same.We prove that the n-strand planar pure braid group is a diagram group, for all n ě 1. Here, "diagram group" refers to the class of groups studied at length by Guba and Sapir. We can deduce numerous corollaries. For instance, the n-strand planar pure braid group acts freely and cocompactly on a CAT(0) cubical complex. It is linear, bi-orderable, and biautomatic. The representation of the planar pure braid groups as diagram groups also offers procedures for computing group presentations and homology.We similarly find that "cylindrical" versions of the planar pure braid group are annular diagram groups. This establishes some of the above corollaries for the cylindrical (or annular) planar pure braid groups.After initially posting a version of this preprint to the arXiv, the author learned that the main theorem (Theorem 1) had previously been observed by Anthony Genevois. We refer the reader to the acknowledgments for details.